• DOMAIN: Semiconductor manufacturing process

• CONTEXT: A complex modern semiconductor manufacturing process is normally under constant surveillance via the monitoring of signals/variables collected from sensors and or process measurement points. However, not all of these signals are equally valuable in a specific monitoring system. The measured signals contain a combination of useful information, irrelevant information as well as noise. Engineers typically have a much larger number of signals than are actually required. If we consider each type of signal as a feature, then feature selection may be applied to identify the most relevant signals. The Process Engineers may then use these signals to determine keyfactors contributing to yield excursions downstream in the process. This will enable an increase in process throughput, decreased time to learning and reduce the per unit production costs. These signals can be used as features to predict the yield type. And by analysing and trying out different combinations of features, essential signals that are impacting the yield type can be identified.

• DATA DESCRIPTION: sensor-data.csv : (1567, 592)

The data consists of 1567 datapoints each with 591 features.The dataset presented in this case represents a selection of such features where each example represents a single production entity with associated measured features and the labels represent a simple pass/fail yield for in house line testing. Target column “ –1” corresponds to a pass and “1” corresponds to a fail and the data time stamp is for that specific test point.

• PROJECT OBJECTIVE: We will build a classifier to predict the Pass/Fail yield of a particular process entity and analyse whether all the features are required to build the model or not.

In [ ]:
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sns

%matplotlib inline

import warnings
warnings.filterwarnings('ignore')

Import and understand the data.

A. Import ‘signal-data.csv’ as DataFrame.

In [ ]:
sdata = pd.read_csv("signal-data.csv")
rows, columns = sdata.shape
print('The dataset contains',rows, 'rows and',columns,'columns')
sdata.head()

The dataset contains 1567 rows and 592 columns
Out[ ]:
Time 0 1 2 3 4 5 6 7 8 ... 581 582 583 584 585 586 587 588 589 Pass/Fail
0 2008-07-19 11:55:00 3030.93 2564.00 2187.7333 1411.1265 1.3602 100.0 97.6133 0.1242 1.5005 ... NaN 0.5005 0.0118 0.0035 2.3630 NaN NaN NaN NaN -1
1 2008-07-19 12:32:00 3095.78 2465.14 2230.4222 1463.6606 0.8294 100.0 102.3433 0.1247 1.4966 ... 208.2045 0.5019 0.0223 0.0055 4.4447 0.0096 0.0201 0.0060 208.2045 -1
2 2008-07-19 13:17:00 2932.61 2559.94 2186.4111 1698.0172 1.5102 100.0 95.4878 0.1241 1.4436 ... 82.8602 0.4958 0.0157 0.0039 3.1745 0.0584 0.0484 0.0148 82.8602 1
3 2008-07-19 14:43:00 2988.72 2479.90 2199.0333 909.7926 1.3204 100.0 104.2367 0.1217 1.4882 ... 73.8432 0.4990 0.0103 0.0025 2.0544 0.0202 0.0149 0.0044 73.8432 -1
4 2008-07-19 15:22:00 3032.24 2502.87 2233.3667 1326.5200 1.5334 100.0 100.3967 0.1235 1.5031 ... NaN 0.4800 0.4766 0.1045 99.3032 0.0202 0.0149 0.0044 73.8432 -1

5 rows × 592 columns

B. Print 5 point summary and share at least 2 observations.

In [ ]:
sdata.describe()
Out[ ]:
0 1 2 3 4 5 6 7 8 9 ... 581 582 583 584 585 586 587 588 589 Pass/Fail
count 1561.000000 1560.000000 1553.000000 1553.000000 1553.000000 1553.0 1553.000000 1558.000000 1565.000000 1565.000000 ... 618.000000 1566.000000 1566.000000 1566.000000 1566.000000 1566.000000 1566.000000 1566.000000 1566.000000 1567.000000
mean 3014.452896 2495.850231 2200.547318 1396.376627 4.197013 100.0 101.112908 0.121822 1.462862 -0.000841 ... 97.934373 0.500096 0.015318 0.003847 3.067826 0.021458 0.016475 0.005283 99.670066 -0.867262
std 73.621787 80.407705 29.513152 441.691640 56.355540 0.0 6.237214 0.008961 0.073897 0.015116 ... 87.520966 0.003404 0.017180 0.003720 3.578033 0.012358 0.008808 0.002867 93.891919 0.498010
min 2743.240000 2158.750000 2060.660000 0.000000 0.681500 100.0 82.131100 0.000000 1.191000 -0.053400 ... 0.000000 0.477800 0.006000 0.001700 1.197500 -0.016900 0.003200 0.001000 0.000000 -1.000000
25% 2966.260000 2452.247500 2181.044400 1081.875800 1.017700 100.0 97.920000 0.121100 1.411200 -0.010800 ... 46.184900 0.497900 0.011600 0.003100 2.306500 0.013425 0.010600 0.003300 44.368600 -1.000000
50% 3011.490000 2499.405000 2201.066700 1285.214400 1.316800 100.0 101.512200 0.122400 1.461600 -0.001300 ... 72.288900 0.500200 0.013800 0.003600 2.757650 0.020500 0.014800 0.004600 71.900500 -1.000000
75% 3056.650000 2538.822500 2218.055500 1591.223500 1.525700 100.0 104.586700 0.123800 1.516900 0.008400 ... 116.539150 0.502375 0.016500 0.004100 3.295175 0.027600 0.020300 0.006400 114.749700 -1.000000
max 3356.350000 2846.440000 2315.266700 3715.041700 1114.536600 100.0 129.252200 0.128600 1.656400 0.074900 ... 737.304800 0.509800 0.476600 0.104500 99.303200 0.102800 0.079900 0.028600 737.304800 1.000000

8 rows × 591 columns

Observations

-Multiple columns with contant value/signal in all rows and can be dropped since the contribution is low or nil.

-Few columns also available with all the values as 0.

-Total number of rows for all the columns are not same and numbers differ.

Data cleansing:

A. Write a for loop which will remove all the features with 20%+ Null values and impute rest with mean of the feature.

In [ ]:
def missing(sdata):
    print (round((sdata.isnull().sum() * 100/ len(sdata)),2).sort_values(ascending=False))

missing(sdata)

158          91.19
292          91.19
293          91.19
157          91.19
85           85.58
             ...  
386           0.00
361           0.00
360           0.00
359           0.00
Pass/Fail     0.00
Length: 592, dtype: float64
In [ ]:
for col in sdata:
    if sdata[col].isnull().mean() > 0.20:
        sdata=sdata.drop(col,axis=1)
        
for i in sdata.columns[sdata.isnull().any(axis=0)]:
    sdata[i].fillna(sdata[i].mean(),inplace= True)   
sdata.shape
Out[ ]:
(1567, 560)
In [ ]:
pd.set_option("max_rows", None)
sdata.isnull().sum()
Out[ ]:
Time         0
0            0
1            0
2            0
3            0
4            0
5            0
6            0
7            0
8            0
9            0
10           0
11           0
12           0
13           0
14           0
15           0
16           0
17           0
18           0
19           0
20           0
21           0
22           0
23           0
24           0
25           0
26           0
27           0
28           0
29           0
30           0
31           0
32           0
33           0
34           0
35           0
36           0
37           0
38           0
39           0
40           0
41           0
42           0
43           0
44           0
45           0
46           0
47           0
48           0
49           0
50           0
51           0
52           0
53           0
54           0
55           0
56           0
57           0
58           0
59           0
60           0
61           0
62           0
63           0
64           0
65           0
66           0
67           0
68           0
69           0
70           0
71           0
74           0
75           0
76           0
77           0
78           0
79           0
80           0
81           0
82           0
83           0
84           0
86           0
87           0
88           0
89           0
90           0
91           0
92           0
93           0
94           0
95           0
96           0
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196          0
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215          0
216          0
217          0
218          0
219          0
221          0
222          0
223          0
224          0
225          0
226          0
227          0
228          0
229          0
230          0
231          0
232          0
233          0
234          0
235          0
236          0
237          0
238          0
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241          0
242          0
243          0
248          0
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250          0
251          0
252          0
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256          0
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433          0
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435          0
436          0
437          0
438          0
439          0
440          0
441          0
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446          0
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451          0
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455          0
456          0
457          0
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459          0
460          0
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463          0
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465          0
466          0
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484          0
485          0
486          0
487          0
488          0
489          0
490          0
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499          0
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509          0
510          0
511          0
512          0
513          0
514          0
515          0
520          0
521          0
522          0
523          0
524          0
525          0
526          0
527          0
528          0
529          0
530          0
531          0
532          0
533          0
534          0
535          0
536          0
537          0
538          0
539          0
540          0
541          0
542          0
543          0
544          0
545          0
546          0
547          0
548          0
549          0
550          0
551          0
552          0
553          0
554          0
555          0
556          0
557          0
558          0
559          0
560          0
561          0
562          0
563          0
564          0
565          0
566          0
567          0
568          0
569          0
570          0
571          0
572          0
573          0
574          0
575          0
576          0
577          0
582          0
583          0
584          0
585          0
586          0
587          0
588          0
589          0
Pass/Fail    0
dtype: int64

Identify and drop the features which are having same value for all the rows.

In [ ]:
cols = sdata.select_dtypes([np.number]).columns
std = sdata[cols].std()
cols_to_drop = std[std==0].index
sdata.drop(cols_to_drop, axis=1,inplace=True)
sdata.shape
Out[ ]:
(1567, 444)

Drop other features if required using relevant functional knowledge. Clearly justify the same.

In [ ]:
pd.set_option("max_rows", None)
sdata.describe().T
Out[ ]:
count mean std min 25% 50% 75% max
0 1567.0 3014.452896 73.480613 2743.2400 2966.66500 3011.840000 3056.540000 3356.3500
1 1567.0 2495.850231 80.227793 2158.7500 2452.88500 2498.910000 2538.745000 2846.4400
2 1567.0 2200.547318 29.380932 2060.6600 2181.09995 2200.955600 2218.055500 2315.2667
3 1567.0 1396.376627 439.712852 0.0000 1083.88580 1287.353800 1590.169900 3715.0417
4 1567.0 4.197013 56.103066 0.6815 1.01770 1.317100 1.529600 1114.5366
6 1567.0 101.112908 6.209271 82.1311 97.93780 101.492200 104.530000 129.2522
7 1567.0 0.121822 0.008936 0.0000 0.12110 0.122400 0.123800 0.1286
8 1567.0 1.462862 0.073849 1.1910 1.41125 1.461600 1.516850 1.6564
9 1567.0 -0.000841 0.015107 -0.0534 -0.01080 -0.001300 0.008400 0.0749
10 1567.0 0.000146 0.009296 -0.0349 -0.00560 0.000400 0.005900 0.0530
11 1567.0 0.964353 0.012444 0.6554 0.95810 0.965800 0.971300 0.9848
12 1567.0 199.956809 3.255195 182.0940 198.13095 199.537100 202.006750 272.0451
14 1567.0 9.005371 2.793916 2.2493 7.09675 8.973900 10.858700 19.5465
15 1567.0 413.086035 17.204591 333.4486 406.13100 412.262900 419.082800 824.9271
16 1567.0 9.907603 2.401563 4.4696 9.56855 9.852000 10.127750 102.8677
17 1567.0 0.971444 0.012051 0.5794 0.96825 0.972500 0.976800 0.9848
18 1567.0 190.047354 2.778376 169.1774 188.30065 189.675700 192.178900 215.5977
19 1567.0 12.481034 0.217268 9.8773 12.46000 12.499600 12.547100 12.9898
20 1567.0 1.405054 0.016737 1.1797 1.39650 1.406000 1.415000 1.4534
21 1567.0 -5618.393610 626.421781 -7150.2500 -5932.62500 -5523.250000 -5356.625000 0.0000
22 1567.0 2699.378435 295.309778 0.0000 2578.12500 2664.000000 2840.625000 3656.2500
23 1567.0 -3806.299734 1379.280537 -9986.7500 -4370.62500 -3819.750000 -3356.375000 2363.0000
24 1567.0 -298.598136 2900.835956 -14804.5000 -1474.37500 -80.500000 1376.250000 14106.0000
25 1567.0 1.203845 0.177487 0.0000 1.09490 1.283000 1.304300 1.3828
26 1567.0 1.938477 0.189374 0.0000 1.90675 1.986300 2.003200 2.0528
27 1567.0 6.638628 1.243454 0.0000 5.26735 7.264500 7.329600 7.6588
28 1567.0 69.499532 3.458970 59.4000 67.38335 69.155600 72.255550 77.9000
29 1567.0 2.366197 0.408433 0.6667 2.08890 2.377800 2.655600 3.5111
30 1567.0 0.184159 0.032923 0.0341 0.16180 0.186700 0.207000 0.2851
31 1567.0 3.673189 0.534980 2.0698 3.36270 3.431400 3.533500 4.8044
32 1567.0 85.337469 2.025902 83.1829 84.49050 85.140400 85.741900 105.6038
33 1567.0 8.960279 1.344027 7.6032 8.58000 8.770000 9.060600 23.3453
34 1567.0 50.582639 1.182241 49.8348 50.25290 50.396400 50.579500 59.7711
35 1567.0 64.555787 2.573926 63.6774 64.02480 64.165800 64.344700 94.2641
36 1567.0 49.417370 1.182241 40.2289 49.42050 49.603600 49.747100 50.1652
37 1567.0 66.221274 0.304044 64.9193 66.04080 66.231400 66.343050 67.9586
38 1567.0 86.836577 0.446613 84.7327 86.57830 86.820700 87.002400 88.4188
39 1567.0 118.679554 1.806644 111.7128 118.01560 118.400800 118.939600 133.3898
40 1567.0 67.904909 23.877841 1.4340 74.24000 78.270000 80.180000 86.1200
41 1567.0 3.353066 2.342268 -0.0759 2.69900 3.080000 3.515000 37.8800
43 1567.0 355.538904 6.232715 342.7545 350.80225 353.727300 360.771800 377.2973
44 1567.0 10.031165 0.174982 9.4640 9.92545 10.034700 10.152450 11.0530
45 1567.0 136.743060 7.846741 108.8464 130.73045 136.416400 142.090950 176.3136
46 1567.0 733.672811 12.166428 699.8139 724.44400 733.459300 741.449500 789.7523
47 1567.0 1.177958 0.189576 0.4967 0.98500 1.250600 1.340200 1.5111
48 1567.0 139.972231 4.522806 125.7982 136.93000 140.005500 143.194100 163.2509
50 1567.0 632.254197 8.641225 607.3927 625.92865 631.379100 638.128150 667.7418
51 1567.0 157.420991 60.905653 40.2614 115.53745 183.284200 206.976700 258.5432
53 1567.0 4.592971 0.054879 3.7060 4.57400 4.596000 4.617000 4.7640
54 1567.0 4.838523 0.059505 3.9320 4.81600 4.843000 4.869000 5.0110
55 1567.0 2856.172105 25.716411 2801.0000 2836.00000 2854.000000 2874.000000 2936.0000
56 1567.0 0.928849 0.006799 0.8755 0.92550 0.931000 0.933100 0.9378
57 1567.0 0.949215 0.004171 0.9319 0.94670 0.949300 0.952000 0.9598
58 1567.0 4.593312 0.084986 4.2199 4.53190 4.572700 4.668600 4.8475
59 1567.0 2.960241 9.510891 -28.9882 -1.85545 0.973600 4.337700 168.1455
60 1567.0 355.159094 6.016330 324.7145 350.60685 353.847300 359.665450 373.8664
61 1567.0 10.423143 0.274350 9.4611 10.28405 10.434600 10.590550 11.7849
62 1567.0 116.502329 8.612475 81.4900 112.05545 116.236400 120.918200 287.1509
63 1567.0 13.989927 7.103932 1.6591 10.38365 13.262700 16.325500 188.0923
64 1567.0 20.542109 4.966330 6.4482 17.37730 20.044500 22.799550 48.9882
65 1567.0 27.131816 7.105768 4.3080 23.07445 26.275400 29.907350 118.0836
66 1567.0 706.668523 11.600791 632.4226 698.79655 706.476100 714.521050 770.6084
67 1567.0 16.715444 306.912643 0.4137 0.89150 0.978600 1.066050 7272.8283
68 1567.0 147.437578 4.231965 87.0255 145.24230 147.592700 149.935900 167.8309
70 1567.0 619.101687 9.520899 581.7773 612.78365 619.061800 625.160450 722.6018
71 1567.0 104.329033 31.591205 21.4332 87.58460 102.651200 115.439600 238.4775
74 1567.0 0.002688 0.105986 0.0000 0.00000 0.000000 0.000000 4.1955
75 1567.0 -0.006903 0.022121 -0.1049 -0.01920 -0.006600 0.006600 0.2315
76 1567.0 -0.029390 0.032948 -0.1862 -0.05135 -0.029390 -0.006900 0.0723
77 1567.0 -0.007041 0.031127 -0.1046 -0.02940 -0.009400 0.008900 0.1331
78 1567.0 -0.013643 0.047504 -0.3482 -0.04730 -0.013643 0.012050 0.2492
79 1567.0 0.003458 0.022902 -0.0568 -0.01070 0.000800 0.012800 0.1013
80 1567.0 -0.018531 0.048847 -0.1437 -0.04295 -0.009300 0.008700 0.1186
81 1567.0 -0.021153 0.016890 -0.0982 -0.02710 -0.019900 -0.012150 0.0584
82 1567.0 0.006055 0.035797 -0.2129 -0.01735 0.006700 0.026800 0.1437
83 1567.0 7.452067 0.516087 5.8257 7.10435 7.467400 7.807350 8.9904
84 1567.0 0.133108 0.005032 0.1174 0.12980 0.133108 0.136300 0.1505
86 1567.0 2.401872 0.037332 2.2425 2.37685 2.403900 2.428600 2.5555
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387 1567.0 0.000339 0.004989 0.0000 0.00000 0.000000 0.000000 0.1309
388 1567.0 35.155091 17.227003 6.3101 24.38655 32.530700 42.652450 348.8293
389 1567.0 0.001338 0.011816 0.0001 0.00020 0.000300 0.000400 0.3127
390 1567.0 1.431868 20.326415 0.3046 0.67515 0.877300 1.148200 805.3936
391 1567.0 0.010956 0.006686 0.0031 0.00835 0.010300 0.012400 0.1375
392 1567.0 0.004533 0.002956 0.0005 0.00150 0.004900 0.006900 0.0229
393 1567.0 0.133990 0.038408 0.0342 0.10440 0.133900 0.160400 0.2994
405 1567.0 0.024208 0.010701 0.0062 0.01410 0.023900 0.032300 0.0514
406 1567.0 6.730615 2.822346 2.0545 4.55980 5.920100 8.563000 14.7277
407 1567.0 1.231997 0.363778 0.4240 0.96650 1.237400 1.416700 3.3128
408 1567.0 5.340932 2.573999 2.7378 4.12780 4.924300 5.787100 44.3100
409 1567.0 4.580430 1.773436 1.2163 3.01900 4.500100 5.929950 9.5765
410 1567.0 4.929344 2.118228 0.7342 3.26945 4.743300 6.453800 13.8071
411 1567.0 2.616086 0.549004 0.9609 2.32530 2.560500 2.848450 6.2150
412 1567.0 30.911316 18.331128 0.0000 18.47030 26.156900 38.026900 128.2816
413 1567.0 25.612690 47.096520 4.0416 11.47455 20.264500 29.307300 899.1190
415 1567.0 6.630616 3.940638 1.5340 4.92880 6.184800 7.545300 116.8615
416 1567.0 3.404349 1.032453 0.0000 2.66785 3.234000 4.010700 9.6900
417 1567.0 8.190905 4.051925 2.1531 5.76715 7.396300 9.167850 39.0376
418 1567.0 320.259235 287.520704 0.0000 0.00000 302.310800 523.624450 999.3160
419 1567.0 309.061299 325.240503 0.0000 0.00000 272.891600 582.803100 998.6813
420 1567.0 1.821261 3.055739 0.4411 1.03095 1.650600 2.214600 111.4956
421 1567.0 4.174524 6.909439 0.7217 3.18485 3.955500 4.783200 273.0952
423 1567.0 77.660446 32.565695 23.0200 56.00820 70.039900 92.832750 424.2152
424 1567.0 3.315469 6.319303 0.4866 1.96545 2.668200 3.469200 103.1809
425 1567.0 6.796312 23.235427 1.4666 3.76715 4.768800 6.873850 898.6085
426 1567.0 1.233858 0.994666 0.3632 0.74420 1.136400 1.538850 24.9904
427 1567.0 4.058501 3.039229 0.6637 3.11395 3.942400 4.767950 113.2230
428 1567.0 4.220747 10.598727 1.1198 1.93650 2.546100 3.679900 118.7533
429 1567.0 4.171844 6.435390 0.7837 2.57140 3.453800 4.755800 186.6164
430 1567.0 18.421600 36.037050 0.0000 7.00620 11.109600 17.560150 400.0000
431 1567.0 22.358305 36.372159 0.0000 11.06905 16.381700 21.825750 400.0000
432 1567.0 99.367633 126.108109 0.0000 31.03385 58.287600 120.136900 994.2857
433 1567.0 205.519304 225.634649 0.0000 10.04745 151.168700 304.541800 995.7447
434 1567.0 14.733945 34.087066 0.0000 7.55115 10.200500 12.764700 400.0000
435 1567.0 9.370666 34.347834 0.0000 3.49500 4.555700 5.826950 400.0000
436 1567.0 7.513266 34.535729 0.0000 1.95170 2.766400 3.826400 400.0000
437 1567.0 4.016785 1.610244 1.1568 3.07170 3.783800 4.678250 32.2740
438 1567.0 54.701052 34.086264 0.0000 36.34370 49.090900 66.666700 851.6129
439 1567.0 70.643942 38.351664 14.1206 48.17735 65.463600 84.944500 657.7621
440 1567.0 11.526617 6.165530 1.0973 5.41835 12.075400 15.795850 33.0580
441 1567.0 0.802081 0.184154 0.3512 0.67960 0.807600 0.927600 1.2771
442 1567.0 1.345259 0.658984 0.0974 0.90880 1.266200 1.577550 5.1317
443 1567.0 0.633941 0.143506 0.2169 0.55050 0.643500 0.733250 1.0851
444 1567.0 0.895043 0.155472 0.3336 0.80480 0.902100 0.988800 1.3511
445 1567.0 0.647090 0.141207 0.3086 0.55580 0.651100 0.748400 1.1087
446 1567.0 1.175003 0.176102 0.6968 1.04680 1.163800 1.272300 1.7639
447 1567.0 0.281895 0.086433 0.0846 0.22610 0.279700 0.338650 0.5085
448 1567.0 0.332270 0.236200 0.0399 0.18770 0.251200 0.351100 1.4754
452 1567.0 5.346816 0.918903 2.6709 4.76540 5.271500 5.912900 13.9776
453 1567.0 5.460971 2.250086 0.9037 3.74875 5.227200 6.898750 34.4902
454 1567.0 7.883742 3.058683 2.3294 5.80815 7.427900 9.576750 42.0703
455 1567.0 3.636633 0.938072 0.6948 2.89975 3.722700 4.341750 10.1840
456 1567.0 12.325685 8.123281 3.0489 8.81715 11.362300 14.387400 232.1258
457 1567.0 5.263666 4.536287 1.4428 3.82865 4.795500 6.089400 164.1093
459 1567.0 2.838380 1.345147 0.9910 2.29135 2.830900 3.308950 47.7772
460 1567.0 29.197414 13.330930 7.9534 20.22410 26.171300 35.268400 149.3851
467 1567.0 6.252091 8.662639 1.7163 4.69750 5.645000 6.386900 109.0074
468 1567.0 224.173047 230.250575 0.0000 38.88265 151.147200 334.674000 999.8770
469 1567.0 5.662293 3.145641 2.6009 4.84850 5.477700 6.003200 77.8007
470 1567.0 5.367752 4.973811 0.8325 2.82400 4.067300 6.991150 87.1347
471 1567.0 9.638797 10.154608 2.4026 5.82160 7.402800 9.707900 212.6557
472 1567.0 137.888406 47.591317 11.4997 105.62215 137.888406 168.270250 492.7718
473 1567.0 39.426847 22.406856 0.0000 24.93335 34.351200 47.690150 358.9504
474 1567.0 37.637050 24.767377 0.0000 23.18545 32.954900 45.160350 415.4355
475 1567.0 4.262573 2.606167 1.1011 3.49685 4.275300 4.741050 79.1162
476 1567.0 20.132155 14.910942 0.0000 11.58535 16.002600 23.682400 274.8871
477 1567.0 6.257921 10.165496 1.6872 4.11150 5.254600 6.699750 289.8264
478 1567.0 0.128123 5.052368 0.0000 0.00000 0.000000 0.000000 200.0000
479 1567.0 3.283394 2.633549 0.6459 2.62990 3.190300 3.624550 63.3336
480 1567.0 75.538131 35.683936 8.8406 52.97105 70.693700 92.911650 221.9747
482 1567.0 318.418448 278.849666 0.0000 0.00000 298.425400 512.390750 999.4135
483 1567.0 206.564196 191.380818 0.0000 82.41015 150.880100 260.079000 989.4737
484 1567.0 215.288948 211.487178 0.0000 77.01180 142.526200 288.918450 996.8586
485 1567.0 201.111728 217.007760 0.0000 51.18850 115.891900 283.289000 994.0000
486 1567.0 302.506186 285.153545 0.0000 0.00000 260.141800 497.384500 999.4911
487 1567.0 239.455326 261.808095 0.0000 57.31690 114.596600 391.277500 995.7447
488 1567.0 352.616477 250.104924 0.0000 145.15685 352.511400 507.497050 997.5186
489 1567.0 272.169707 226.292471 0.0000 113.80665 221.507500 372.341900 994.0035
490 1567.0 51.354045 18.042849 13.7225 38.39370 48.557800 61.489950 142.8436
491 1567.0 2.442673 1.219583 0.5558 1.74710 2.255800 2.830000 12.7698
493 1567.0 2.530046 0.973948 0.8330 1.66375 2.529100 3.199100 9.4024
494 1567.0 0.956442 6.615200 0.0342 0.13900 0.232500 0.563000 127.5728
495 1567.0 6.807826 3.260019 1.7720 5.27460 6.607900 7.897200 107.6926
496 1567.0 29.865896 24.217342 4.8135 16.48655 22.545600 31.961500 219.6436
497 1567.0 11.821030 4.875267 1.9496 8.27250 11.108400 14.337300 40.2818
499 1567.0 263.195864 324.563886 0.0000 0.00000 0.000000 536.122600 1000.0000
500 1567.0 240.981377 322.797084 0.0000 0.00000 0.000000 505.225750 999.2337
510 1567.0 55.763508 37.667659 0.0000 35.32440 47.058800 64.228450 451.4851
511 1567.0 275.979457 329.454099 0.0000 0.00000 0.000000 554.010700 1000.0000
520 1567.0 2.695999 5.702366 0.3121 1.55215 2.221000 2.903700 111.7365
521 1567.0 11.610080 103.122996 0.0000 0.00000 0.000000 0.000000 1000.0000
522 1567.0 14.728866 7.104435 2.6811 10.18280 13.742600 17.808950 137.9838
523 1567.0 0.453896 4.147581 0.0258 0.07305 0.100000 0.133200 111.3330
524 1567.0 5.687782 20.663414 1.3104 3.76965 4.877100 6.450650 818.0005
525 1567.0 5.560397 3.890213 1.5400 4.11710 5.166100 6.301850 80.0406
526 1567.0 1.443457 0.958428 0.1705 0.48420 1.550100 2.211650 8.2037
527 1567.0 6.395717 1.888698 2.1700 4.89545 6.410800 7.594250 14.4479
539 1567.0 3.034235 1.249709 0.8516 1.88990 3.034235 3.941800 6.5803
540 1567.0 1.942828 0.730056 0.6144 1.39060 1.785500 2.454500 4.0825
541 1567.0 9.611628 2.888968 3.2761 7.50420 9.480500 11.200850 25.7792
542 1567.0 0.111208 0.002735 0.1053 0.10960 0.109600 0.113400 0.1184
543 1567.0 0.008471 0.001533 0.0051 0.00780 0.007800 0.009000 0.0240
544 1567.0 0.002509 0.000295 0.0016 0.00240 0.002600 0.002600 0.0047
545 1567.0 7.611403 1.314704 4.4294 7.11600 7.116000 8.008950 21.0443
546 1567.0 1.039630 0.355303 0.4444 0.81410 1.039630 1.216500 3.9786
547 1567.0 403.546477 4.624446 372.8220 400.81400 403.546477 406.763000 421.7020
548 1567.0 75.679871 3.096296 71.0380 73.25400 74.802000 76.960000 83.7200
549 1567.0 0.663256 0.614913 0.0446 0.28960 0.610500 0.773400 7.0656
550 1567.0 17.013313 4.535925 6.1100 14.82000 17.013313 18.405000 131.6800
551 1567.0 1.230712 1.243000 0.1200 0.91000 1.230712 1.330000 39.3300
552 1567.0 0.276688 0.252260 0.0187 0.11670 0.256500 0.321750 2.7182
553 1567.0 7.703874 2.002371 2.7860 6.73810 7.703874 8.316650 56.9303
554 1567.0 0.503657 0.546884 0.0520 0.37500 0.503657 0.533550 17.4781
555 1567.0 57.746537 32.152263 4.8269 34.14710 57.746537 69.630650 303.5500
556 1567.0 4.216905 1.168930 1.4967 3.65410 4.216905 4.564950 35.3198
557 1567.0 1.623070 1.708118 0.1646 1.22420 1.623070 1.815600 54.2917
558 1567.0 0.995009 0.083833 0.8919 0.95520 0.972700 1.000800 1.5121
559 1567.0 0.325708 0.201328 0.0699 0.14995 0.290900 0.443600 1.0737
560 1567.0 0.072443 0.051561 0.0177 0.03620 0.059200 0.089000 0.4457
561 1567.0 32.284956 19.020006 7.2369 15.76690 29.780100 44.113400 101.1146
562 1567.0 262.729683 6.933639 242.2860 262.10100 264.272000 264.733000 311.4040
563 1567.0 0.679641 0.110637 0.3049 0.56710 0.679641 0.738250 1.2988
564 1567.0 6.444985 2.393043 0.9700 4.98000 6.290000 7.310000 32.5800
565 1567.0 0.145610 0.073713 0.0224 0.08770 0.142800 0.166850 0.6892
566 1567.0 2.610870 0.938433 0.4122 2.09020 2.520200 2.909150 14.0141
567 1567.0 0.060086 0.029769 0.0091 0.03820 0.057400 0.068100 0.2932
568 1567.0 2.452417 0.905615 0.3706 1.88440 2.407900 2.807750 12.7462
569 1567.0 21.117674 9.280454 3.2504 15.46620 20.182400 23.035200 84.8024
570 1567.0 530.523623 17.499736 317.1964 530.70270 532.398200 534.356400 589.5082
571 1567.0 2.101836 0.275112 0.9802 1.98290 2.118600 2.290650 2.7395
572 1567.0 28.450165 86.304681 3.5400 7.50000 8.650000 10.130000 454.5600
573 1567.0 0.345636 0.248478 0.0667 0.24225 0.293400 0.366900 2.1967
574 1567.0 9.162315 26.920150 1.0395 2.56785 2.975800 3.492500 170.0204
575 1567.0 0.104729 0.067791 0.0230 0.07510 0.089500 0.112150 0.5502
576 1567.0 5.563747 16.921369 0.6636 1.40845 1.624500 1.902000 90.4235
577 1567.0 16.642363 12.485267 4.5820 11.50155 13.817900 17.080900 96.9601
582 1567.0 0.500096 0.003403 0.4778 0.49790 0.500200 0.502350 0.5098
583 1567.0 0.015318 0.017174 0.0060 0.01160 0.013800 0.016500 0.4766
584 1567.0 0.003847 0.003719 0.0017 0.00310 0.003600 0.004100 0.1045
585 1567.0 3.067826 3.576891 1.1975 2.30650 2.757700 3.294950 99.3032
586 1567.0 0.021458 0.012354 -0.0169 0.01345 0.020500 0.027600 0.1028
587 1567.0 0.016475 0.008805 0.0032 0.01060 0.014800 0.020300 0.0799
588 1567.0 0.005283 0.002866 0.0010 0.00330 0.004600 0.006400 0.0286
589 1567.0 99.670066 93.861936 0.0000 44.36860 72.023000 114.749700 737.3048
Pass/Fail 1567.0 -0.867262 0.498010 -1.0000 -1.00000 -1.000000 -1.000000 1.0000

-We can use feature selection methods here however leaving the data as it is here since we still need to check multi-collinearity and then we will drop the correlated features

The features have already reduced by almost over 100 and will be reduced further after dropping correlated variables

-Also, we will do dimensionality reduction techniques on later stages during model building anyways.

Check for multi-collinearity in the data and take necessary action

In [ ]:
corr=sdata.corr()
corr
Out[ ]:
0 1 2 3 4 6 7 8 9 10 ... 577 582 583 584 585 586 587 588 589 Pass/Fail
0 1.000000 -0.143840 0.004756 -0.007613 -0.011014 0.002270 0.031483 -0.052622 0.009045 0.006504 ... 0.008601 0.000224 0.023453 0.019907 0.023589 0.018443 -0.025880 -0.028166 0.004174 -0.025141
1 -0.143840 1.000000 0.005767 -0.007568 -0.001636 -0.025564 -0.012037 0.031258 0.023964 0.009645 ... -0.010145 0.043556 0.002904 -0.001264 0.002273 -0.009403 0.017266 0.010118 0.044797 -0.002603
2 0.004756 0.005767 1.000000 0.298935 0.095891 -0.136225 -0.146213 0.023528 0.016168 0.069893 ... -0.028705 -0.006023 0.015697 0.018225 0.015752 -0.025495 -0.029345 -0.030818 -0.032890 -0.000957
3 -0.007613 -0.007568 0.298935 1.000000 -0.058483 -0.685835 0.073856 -0.102892 0.068215 0.049873 ... 0.016438 0.008988 0.025436 0.024736 0.026019 0.034711 -0.039132 -0.033645 -0.080341 -0.024623
4 -0.011014 -0.001636 0.095891 -0.058483 1.000000 -0.074368 -0.347734 -0.025946 0.054206 -0.006470 ... -0.004070 0.045081 -0.001300 -0.001597 -0.001616 -0.043929 -0.031005 -0.026100 0.050910 -0.013756
6 0.002270 -0.025564 -0.136225 -0.685835 -0.074368 1.000000 0.013169 0.087788 -0.049389 -0.005354 ... -0.012342 -0.022236 -0.039398 -0.037813 -0.039517 -0.041209 0.034027 0.032227 0.043777 0.016239
7 0.031483 -0.012037 -0.146213 0.073856 -0.347734 0.013169 1.000000 0.020133 -0.092075 -0.004336 ... 0.019090 -0.029916 0.010276 0.008676 0.010337 0.058113 -0.021426 -0.020893 -0.107804 0.012991
8 -0.052622 0.031258 0.023528 -0.102892 -0.025946 0.087788 0.020133 1.000000 -0.152133 0.058386 ... 0.010671 -0.027611 0.017390 0.019951 0.017925 0.010433 0.022845 0.026250 -0.022770 0.028016
9 0.009045 0.023964 0.016168 0.068215 0.054206 -0.049389 -0.092075 -0.152133 1.000000 -0.064065 ... 0.030169 0.046209 -0.036036 -0.032583 -0.036109 0.033738 0.059301 0.060758 0.004880 -0.031191
10 0.006504 0.009645 0.069893 0.049873 -0.006470 -0.005354 -0.004336 0.058386 -0.064065 1.000000 ... 0.029452 -0.073704 0.039060 0.039115 0.039447 0.000327 0.046965 0.046048 0.008393 0.033639
11 0.043533 -0.026883 0.036318 0.040453 -0.000985 -0.017959 -0.009653 -0.065065 -0.008692 -0.021358 ... 0.015892 0.015412 -0.013729 -0.017338 -0.014046 0.023005 -0.014900 -0.009667 0.015281 -0.032620
12 0.010368 0.034062 0.018326 -0.028223 -0.002707 0.058982 -0.001811 0.005457 -0.065125 -0.052534 ... 0.031434 0.038282 0.000696 0.002081 0.000523 0.037056 -0.012258 -0.012759 -0.036720 -0.005969
14 -0.007058 -0.037667 0.006476 -0.019827 -0.017523 0.055333 -0.003435 -0.085784 -0.004359 -0.077850 ... 0.009505 -0.029463 0.002341 0.002026 0.002535 -0.063512 0.044234 0.036585 0.068161 -0.068975
15 0.030675 -0.087315 0.006115 -0.013157 0.011435 0.039815 -0.025107 -0.065719 0.050226 -0.004057 ... -0.019152 0.031174 0.018246 0.016519 0.017745 -0.011120 0.016059 0.014375 0.009764 -0.002884
16 -0.005749 -0.001878 -0.000788 -0.004596 -0.001763 0.040015 0.013214 0.039571 -0.027492 -0.062439 ... -0.004396 -0.004005 0.002555 0.003838 0.002643 -0.054480 0.026357 0.028829 -0.013918 0.002356
17 0.012620 -0.009803 -0.004912 0.042635 0.000284 -0.012526 -0.000291 -0.014963 -0.015672 -0.032645 ... -0.015115 -0.018257 0.006085 0.005941 0.006259 0.015993 -0.032242 -0.021609 -0.013233 -0.009697
18 0.017691 0.042938 0.021878 -0.028618 -0.001610 0.033196 -0.013804 -0.027687 -0.051984 -0.008480 ... 0.040682 0.049019 -0.001257 -0.000764 -0.001543 0.089938 -0.037017 -0.039825 -0.030614 -0.008853
19 -0.009036 -0.003213 -0.026451 0.036348 0.006466 -0.005550 0.202585 0.013638 -0.011827 -0.027937 ... 0.029714 0.036669 0.003256 0.002940 0.003128 0.019068 0.032255 0.035286 -0.015060 0.030513
20 0.025818 0.032650 0.015444 0.037888 0.012803 -0.035126 0.030568 -0.039324 0.008139 0.005686 ... -0.026571 -0.017493 -0.011397 -0.009136 -0.011022 0.046852 -0.018380 -0.017238 -0.019928 0.023253
21 -0.011075 0.058155 0.044468 0.021111 0.008353 -0.021131 -0.042681 0.017386 -0.001024 0.031808 ... 0.045633 0.009947 -0.002988 -0.004692 -0.002637 0.057949 0.022317 0.017867 -0.030761 0.107997
22 0.032206 -0.052664 -0.029830 -0.033141 -0.007773 0.035590 0.021177 0.020649 -0.002356 -0.028205 ... -0.021553 0.015766 -0.008243 -0.006457 -0.008558 -0.036105 -0.046610 -0.036563 0.004419 -0.073380
23 -0.046678 -0.016047 0.009276 -0.007973 0.004969 0.013043 -0.005359 0.016255 -0.072370 -0.036071 ... 0.010524 0.034609 -0.002134 -0.002616 -0.002240 0.017676 0.021667 0.009057 -0.037950 0.012873
24 -0.014921 -0.060066 -0.021149 -0.049605 -0.013636 0.057480 0.007342 0.000102 0.014420 -0.014916 ... -0.017735 -0.023610 -0.010550 -0.008734 -0.010149 0.016466 0.003232 -0.006130 -0.016735 -0.018297
25 0.108635 0.004635 -0.026458 0.079637 0.028258 -0.098125 -0.025209 -0.083319 0.040123 -0.062003 ... 0.055120 -0.034288 0.001301 -0.001524 0.001877 0.082360 -0.075561 -0.065047 -0.084317 -0.036379
26 0.093011 -0.024061 -0.027573 0.036169 0.011100 -0.046931 -0.007159 -0.040560 0.042781 -0.066017 ... 0.027342 -0.022585 0.003397 0.003264 0.003836 0.051159 -0.066901 -0.051852 -0.066252 -0.081146
27 0.107679 0.003650 -0.025743 0.085251 0.028637 -0.104848 -0.028635 -0.077293 0.029869 -0.055700 ... 0.055567 -0.029328 0.007675 0.004775 0.008218 0.082617 -0.079639 -0.069247 -0.081726 -0.029206
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557 -0.012088 0.001919 0.016424 -0.017846 -0.010665 0.045315 0.001526 0.013944 -0.007169 0.016463 ... -0.019215 -0.003796 -0.008098 -0.008383 -0.007672 0.002594 -0.010885 -0.015302 -0.006352 0.058412
558 0.029180 -0.039457 0.029903 0.082654 -0.024535 -0.033026 0.049645 -0.088217 0.002975 0.018729 ... -0.011979 -0.034366 0.011913 0.013891 0.012622 0.027115 -0.007141 -0.001723 -0.045525 0.023153
559 0.041417 -0.027705 0.028476 0.025834 -0.027123 -0.040946 0.069394 -0.007681 0.024042 0.001498 ... -0.050623 -0.045479 0.026368 0.031059 0.026891 -0.004989 -0.011375 -0.010811 0.010519 0.024099
560 0.040541 -0.019205 0.026848 0.013728 -0.028849 -0.010948 0.059950 -0.009841 0.020859 0.014881 ... -0.047133 -0.059076 0.032564 0.036721 0.033373 0.002939 -0.002322 -0.000218 -0.002308 0.020053
561 0.037917 -0.025492 0.025862 0.014912 -0.025806 -0.041082 0.067486 0.006099 0.022817 -0.004229 ... -0.052455 -0.039471 0.023410 0.027891 0.023803 -0.012106 -0.013923 -0.014543 0.020439 0.026177
562 -0.009583 0.037138 0.013310 0.043271 0.041957 -0.046295 -0.014704 -0.025491 0.027376 -0.015364 ... 0.023153 0.032294 -0.010465 -0.012643 -0.010457 -0.011239 -0.043866 -0.050532 -0.025276 -0.043051
563 -0.007999 0.019643 -0.020346 -0.023033 0.032932 -0.022655 -0.020353 0.023804 -0.014009 0.012319 ... 0.048339 0.002417 -0.014350 -0.011839 -0.013711 0.014729 0.058661 0.057661 0.067445 -0.015172
564 0.058916 -0.013734 0.050365 0.011395 -0.010889 0.012260 -0.043532 0.007009 0.005414 0.024627 ... 0.055145 0.025083 -0.010700 -0.014672 -0.011065 0.017960 -0.017421 -0.026459 -0.001604 0.013665
565 0.041290 -0.020536 0.043956 0.030172 0.040886 -0.070840 -0.030244 0.006406 -0.035400 0.018570 ... 0.001641 -0.009352 0.042122 0.041284 0.042631 0.028386 0.009609 0.013082 0.009927 0.040309
566 0.057316 -0.009774 0.050484 0.011796 -0.015146 0.015393 -0.038089 0.004222 0.006793 0.024072 ... 0.063683 0.022978 -0.010884 -0.015646 -0.011237 0.020263 -0.018306 -0.027126 -0.010202 0.002581
567 0.041863 -0.020238 0.039219 0.032519 0.037004 -0.070968 -0.029236 0.009735 -0.031962 0.022103 ... 0.003374 -0.000594 0.043637 0.042050 0.044045 0.033550 0.011804 0.014782 0.005968 0.040359
568 0.060010 -0.017051 0.050434 0.008646 -0.012944 0.016000 -0.042556 0.009235 0.004674 0.025729 ... 0.051925 0.022902 -0.010399 -0.014084 -0.010758 0.018691 -0.014428 -0.022884 0.000187 0.016618
569 0.049862 -0.025490 0.064282 0.046434 0.027696 -0.070722 -0.023326 0.001465 -0.037587 0.012202 ... -0.009732 -0.013550 0.054801 0.053571 0.055153 0.027469 -0.019497 -0.016117 -0.016591 0.045828
570 -0.018953 -0.009000 -0.037070 0.002231 0.005273 0.017264 0.009332 0.014597 -0.031475 0.010503 ... -0.247655 -0.042722 0.010110 0.012741 0.010143 0.020544 0.008113 0.016478 -0.010583 -0.001656
571 -0.023166 -0.037932 -0.015600 -0.017820 -0.081983 0.026100 0.064044 0.079954 0.016960 -0.030882 ... -0.121115 0.041564 0.006792 0.010067 0.006716 -0.056391 -0.010562 -0.010000 0.010952 -0.019353
572 0.013678 0.001753 -0.000518 0.007634 -0.012024 0.009292 0.018921 0.035598 0.044216 0.047202 ... 0.863768 0.025136 -0.017368 -0.018434 -0.017179 -0.008668 -0.001425 -0.010815 -0.022672 -0.032233
573 -0.002067 -0.011467 -0.030674 0.013163 -0.016533 -0.011929 0.026621 0.017232 0.034474 0.021158 ... 0.957874 0.039908 -0.022666 -0.027121 -0.022662 -0.013504 -0.018896 -0.024629 -0.027153 -0.051873
574 0.015206 0.001303 0.001342 0.006822 -0.012264 0.007783 0.018652 0.031740 0.044342 0.048302 ... 0.851784 0.023793 -0.016996 -0.018115 -0.016812 -0.005131 0.004125 -0.005666 -0.020471 -0.034713
575 0.006987 -0.008855 -0.035041 0.006909 -0.017884 -0.009778 0.032249 0.017209 0.036089 0.023715 ... 0.928311 0.045893 -0.021861 -0.026382 -0.022007 -0.015340 -0.018166 -0.025009 -0.021624 -0.052731
576 0.013228 0.002570 0.002592 0.008216 -0.012163 0.007409 0.018111 0.033757 0.044410 0.045183 ... 0.859278 0.027303 -0.017314 -0.018647 -0.017147 -0.009905 -0.001723 -0.011722 -0.022567 -0.028488
577 0.008601 -0.010145 -0.028705 0.016438 -0.004070 -0.012342 0.019090 0.010671 0.030169 0.029452 ... 1.000000 0.032304 -0.023979 -0.028778 -0.023910 -0.002684 -0.009405 -0.015596 -0.024766 -0.049633
582 0.000224 0.043556 -0.006023 0.008988 0.045081 -0.022236 -0.029916 -0.027611 0.046209 -0.073704 ... 0.032304 1.000000 -0.190090 -0.197502 -0.197363 -0.016726 -0.024473 -0.020705 0.041486 0.047020
583 0.023453 0.002904 0.015697 0.025436 -0.001300 -0.039398 0.010276 0.017390 -0.036036 0.039060 ... -0.023979 -0.190090 1.000000 0.994771 0.999890 0.002257 -0.002649 -0.002260 -0.003008 0.005981
584 0.019907 -0.001264 0.018225 0.024736 -0.001597 -0.037813 0.008676 0.019951 -0.032583 0.039115 ... -0.028778 -0.197502 0.994771 1.000000 0.995342 0.001605 -0.002498 -0.001957 -0.003295 0.005419
585 0.023589 0.002273 0.015752 0.026019 -0.001616 -0.039517 0.010337 0.017925 -0.036109 0.039447 ... -0.023910 -0.197363 0.999890 0.995342 1.000000 0.002743 -0.002930 -0.002530 -0.003800 0.005034
586 0.018443 -0.009403 -0.025495 0.034711 -0.043929 -0.041209 0.058113 0.010433 0.033738 0.000327 ... -0.002684 -0.016726 0.002257 0.001605 0.002743 1.000000 0.167913 0.164238 -0.486559 0.004156
587 -0.025880 0.017266 -0.029345 -0.039132 -0.031005 0.034027 -0.021426 0.022845 0.059301 0.046965 ... -0.009405 -0.024473 -0.002649 -0.002498 -0.002930 0.167913 1.000000 0.974276 0.390813 0.035391
588 -0.028166 0.010118 -0.030818 -0.033645 -0.026100 0.032227 -0.020893 0.026250 0.060758 0.046048 ... -0.015596 -0.020705 -0.002260 -0.001957 -0.002530 0.164238 0.974276 1.000000 0.389211 0.031167
589 0.004174 0.044797 -0.032890 -0.080341 0.050910 0.043777 -0.107804 -0.022770 0.004880 0.008393 ... -0.024766 0.041486 -0.003008 -0.003295 -0.003800 -0.486559 0.390813 0.389211 1.000000 -0.002653
Pass/Fail -0.025141 -0.002603 -0.000957 -0.024623 -0.013756 0.016239 0.012991 0.028016 -0.031191 0.033639 ... -0.049633 0.047020 0.005981 0.005419 0.005034 0.004156 0.035391 0.031167 -0.002653 1.000000

443 rows × 443 columns

In [ ]:
plt.figure(figsize=(20,18))
sns.heatmap(abs(corr>0.7),cmap="Reds");
In [ ]:
# Create correlation matrix
corr_matrix = sdata.corr().abs()

# Select upper triangle of correlation matrix
upper = corr_matrix.where(np.triu(np.ones(corr_matrix.shape), k=1).astype(np.bool))

# Find features with correlation greater than 0.70
to_drop = [column for column in upper.columns if any(upper[column] > 0.70)]

# Drop features 
sdata.drop(to_drop, axis=1, inplace=True)
In [ ]:
row,column=sdata.shape
print('After dropping the correlated variables the dataset contains', row, 'rows and', column, 'columns')

After dropping the correlated variables the dataset contains 1567 rows and 203 columns

Make all relevant modifications on the data using both functional/logical reasoning/assumptions.

Checking for outliers in the variables

In [ ]:
sdata.plot(kind='box', subplots=True,layout=(52,5), fontsize=10, figsize=(15,150));

Based on above plot we can see presence of outlisers in almost every independent varibale.

We will deal with the outliers by replacing them with the median

In [ ]:
sdata_c = sdata.copy()
sdata_c.drop(['Pass/Fail','Time'], axis=1,inplace=True)
In [ ]:
for i in sdata_c.columns:
    q1 = sdata_c[i].quantile(0.25)
    q3 = sdata_c[i].quantile(0.75)
    iqr = q3 - q1
    
    low = q1 - 1.5 * iqr
    high = q3 + 1.5 * iqr
    
    sdata_c.loc[(sdata_c[i] < low) | (sdata_c[i] > high), i] = sdata_c[i].median()
In [ ]:
sdata_c.plot(kind='box', subplots=True,layout=(52,5), fontsize=10, figsize=(15,150));

Most of the outliers have been resolved,those indicated as outliers now are the new ones that have emerged due to manipulation

In [ ]:
#combining the data

Y=sdata['Pass/Fail']
sdata1=pd.concat([sdata_c,Y],axis=1)
In [ ]:
sdata1.head()
Out[ ]:
0 1 2 3 4 6 7 8 9 10 ... 565 570 571 572 582 583 586 587 589 Pass/Fail
0 3030.93 2564.00 2187.7333 1411.1265 1.3602 97.6133 0.1242 1.5005 0.0162 -0.0034 ... 0.14561 533.8500 2.1113 8.95 0.5005 0.0118 0.021458 0.016475 99.670066 -1
1 3095.78 2465.14 2230.4222 1463.6606 0.8294 102.3433 0.1247 1.4966 -0.0005 -0.0148 ... 0.14561 535.0164 2.4335 5.92 0.5019 0.0223 0.009600 0.020100 208.204500 -1
2 2932.61 2559.94 2186.4111 1698.0172 1.5102 95.4878 0.1241 1.4436 0.0041 0.0013 ... 0.14280 535.0245 2.0293 11.21 0.4958 0.0157 0.020500 0.014800 82.860200 1
3 2988.72 2479.90 2199.0333 909.7926 1.3204 104.2367 0.1217 1.4882 -0.0124 -0.0033 ... 0.16300 530.5682 2.0253 9.33 0.4990 0.0103 0.020200 0.014900 73.843200 -1
4 3032.24 2502.87 2233.3667 1326.5200 1.5334 100.3967 0.1235 1.5031 -0.0031 -0.0072 ... 0.14561 532.0155 2.0275 8.83 0.5002 0.0138 0.020200 0.014900 73.843200 -1

5 rows × 202 columns

In [ ]:
sdata1['Pass/Fail'].value_counts()
Out[ ]:
-1    1463
 1     104
Name: Pass/Fail, dtype: int64

The target class is imbalanced and needs to be delat with but we will do it later in coming steps

In the data cleaning process we have dealt with:

-missing/null values

-Features with constant/same values in all rows

-Multi-collinearity

-Outliers

Any further feature selection or diamensionality reduction can be done later during model building

Data analysis & visualisation:

A. Perform a detailed univariate Analysis with appropriate detailed comments after each analysis.

In [ ]:
sns.countplot(data= sdata1, x= sdata1['Pass/Fail']);

Heavy imbalance in the data. The data is baised towards the pass category.

In [ ]:
plt.figure(figsize=(50, 50))
col = 1
for i in sdata1.columns:
    plt.subplot(25, 10, col)
    sns.distplot(sdata1[i])
    col += 1

Most of the features seem to have a normal distribution except for selected few

Perform bivariate and multivariate analysis with appropriate detailed comments after each analysis

In [ ]:
z = sdata['Time']
sdata1=pd.concat([sdata1,z],axis=1)
In [ ]:
sdata1['year'] = pd.DatetimeIndex(sdata1['Time']).year
sdata1['month'] = pd.DatetimeIndex(sdata1['Time']).month
In [ ]:
sns.histplot( sdata1[sdata1['Pass/Fail'] == -1]['month'], color = 'b');
sns.histplot( sdata1[sdata1['Pass/Fail'] == 1]['month'], color = 'r');

-Failures are high around August and September and the pass values is also high around the same months

-Failures are low October onwards as per the distribution above

In [ ]:
corr1=sdata1.corr()
corr1
Out[ ]:
0 1 2 3 4 6 7 8 9 10 ... 571 572 582 583 586 587 589 Pass/Fail year month
0 1.000000 -0.161977 -0.002105 0.009080 -0.030292 -0.005125 -0.006418 -0.062625 0.023282 0.004916 ... 0.007653 0.033986 0.021347 -0.027518 -0.009093 0.010596 -0.042207 -0.063512 NaN 0.007154
1 -0.161977 1.000000 0.015250 -0.015721 0.024061 0.009087 0.002934 0.029195 0.027247 0.004842 ... -0.047896 0.029505 0.035965 0.030672 -0.016808 0.007618 0.000439 -0.007516 NaN -0.003442
2 -0.002105 0.015250 1.000000 0.437378 0.137439 -0.193572 -0.453115 0.040006 0.028621 0.051440 ... -0.031131 0.012269 0.009115 0.004764 -0.048277 -0.036789 -0.005830 -0.043883 NaN -0.041707
3 0.009080 -0.015721 0.437378 1.000000 0.242347 -0.501057 0.136314 -0.000771 0.063287 -0.002583 ... 0.008172 0.082401 -0.018772 -0.017000 0.010945 -0.068292 -0.045235 -0.008422 NaN 0.147417
4 -0.030292 0.024061 0.137439 0.242347 1.000000 -0.198187 0.147162 -0.010941 0.016929 -0.015895 ... 0.005366 0.038590 0.047494 -0.012413 0.017543 -0.007715 0.020947 -0.011206 NaN 0.025856
6 -0.005125 0.009087 -0.193572 -0.501057 -0.198187 1.000000 0.050802 0.083524 -0.077769 0.030255 ... 0.034326 -0.072441 0.002283 0.022454 -0.002009 0.018867 0.016193 0.000670 NaN -0.132936
7 -0.006418 0.002934 -0.453115 0.136314 0.147162 0.050802 1.000000 -0.066036 -0.008437 -0.005683 ... -0.020686 -0.005020 -0.048336 -0.012231 0.049035 -0.013925 -0.047141 -0.010618 NaN -0.010754
8 -0.062625 0.029195 0.040006 -0.000771 -0.010941 0.083524 -0.066036 1.000000 -0.120809 0.066233 ... 0.108615 0.069502 -0.019493 0.012860 0.022012 0.049203 0.012687 0.025256 NaN -0.084222
9 0.023282 0.027247 0.028621 0.063287 0.016929 -0.077769 -0.008437 -0.120809 1.000000 -0.074511 ... 0.039188 0.057032 0.023753 -0.026708 0.013043 0.044777 0.004777 -0.023579 NaN 0.147927
10 0.004916 0.004842 0.051440 -0.002583 -0.015895 0.030255 -0.005683 0.066233 -0.074511 1.000000 ... -0.026456 0.051820 -0.055533 0.004080 -0.006643 0.025607 0.058076 0.029172 NaN -0.095576
11 0.050626 -0.037813 0.044988 0.012557 -0.005240 -0.043900 0.034397 -0.103950 0.013817 -0.013151 ... -0.132258 -0.006430 0.015117 0.000705 -0.004332 -0.016897 -0.019254 -0.056050 NaN -0.042081
12 0.007824 0.051257 -0.000643 -0.010755 -0.053210 0.084319 -0.057570 -0.001418 -0.021257 -0.017238 ... -0.018578 -0.057011 0.034519 -0.007981 0.072904 -0.055634 -0.041107 0.007395 NaN -0.047050
14 0.009326 -0.044869 -0.007167 -0.090152 0.009632 0.071598 0.020880 -0.086809 -0.023142 -0.077204 ... -0.018336 -0.072208 -0.039462 0.010337 -0.031248 0.007130 0.061353 -0.065423 NaN -0.065237
15 -0.023236 -0.047011 0.001873 -0.069626 -0.001453 0.038228 0.001133 -0.091440 -0.021723 -0.007971 ... 0.010813 -0.037324 -0.002586 0.018512 0.031823 0.006226 0.045745 0.012978 NaN 0.000852
16 -0.018557 -0.016556 -0.076997 -0.056441 -0.020198 0.054411 0.033337 0.044530 -0.030405 -0.009109 ... 0.027132 -0.007509 -0.040992 -0.001292 -0.031879 0.039937 0.012968 0.015892 NaN 0.001134
18 0.016611 0.046836 0.013216 0.003402 -0.046086 0.071652 -0.060023 -0.011816 -0.020937 -0.013265 ... -0.021888 -0.054643 0.042822 -0.009628 0.079736 -0.064821 -0.038652 -0.001735 NaN -0.055204
19 -0.034982 0.009199 -0.031396 0.010739 0.021261 -0.033495 0.008532 -0.060475 0.018182 -0.064603 ... -0.065203 -0.022377 -0.002908 -0.009553 0.050452 -0.016377 -0.079755 0.017037 NaN 0.030888
20 0.012884 0.013903 0.007609 0.028263 0.007988 -0.023104 0.053167 -0.024802 -0.006538 -0.012277 ... -0.010042 -0.007572 -0.003715 -0.033101 0.030739 0.030702 -0.052088 0.020981 NaN 0.065532
21 -0.000511 0.040716 0.021167 0.019756 0.007245 -0.071053 -0.030166 -0.028368 0.002459 0.000448 ... -0.057114 0.043372 -0.018259 -0.043063 0.076358 -0.013343 -0.034761 0.063663 NaN 0.073650
23 -0.034178 0.008831 0.056541 0.016423 0.052179 -0.018176 -0.042485 -0.012324 -0.027859 -0.007894 ... 0.002221 0.034687 0.014359 -0.021402 0.010924 0.021101 0.037139 -0.011055 NaN -0.002550
24 -0.005920 -0.048593 0.007419 -0.041067 -0.069342 0.050592 -0.003803 -0.015640 0.011630 -0.016450 ... 0.005937 -0.042641 -0.001299 0.028893 -0.020885 -0.007156 0.005793 -0.009953 NaN -0.072905
25 0.035082 0.045575 -0.002890 0.032307 0.025381 -0.094206 -0.012081 -0.069862 -0.013071 -0.023357 ... -0.068882 0.037179 -0.021397 -0.037040 0.076721 -0.043469 -0.065653 0.045323 NaN 0.106611
28 0.036430 -0.009927 -0.036847 0.037337 0.068845 -0.097462 0.080473 -0.178176 0.017931 -0.033018 ... -0.133043 -0.007363 -0.055552 0.000081 0.109477 -0.078504 -0.088013 -0.111169 NaN 0.189208
29 -0.024034 -0.007658 0.040036 0.011616 -0.003133 0.061184 -0.022370 0.069021 -0.015793 -0.019168 ... 0.043195 -0.047971 0.012982 0.045666 -0.071164 0.042039 0.052440 0.011956 NaN -0.142105
31 -0.026474 0.011510 -0.010235 -0.039245 -0.013992 0.080030 -0.019036 0.100258 0.001150 0.018485 ... 0.030605 -0.017485 0.011288 0.008681 0.020544 -0.022767 -0.017304 0.065742 NaN -0.060358
32 0.059608 -0.049206 0.022140 0.036312 0.023016 0.031330 0.025617 0.025766 0.020515 -0.029500 ... -0.038168 -0.032108 -0.016723 -0.009532 0.017382 0.005992 0.006379 0.036802 NaN -0.115192
33 0.002627 0.023796 0.041061 -0.016081 -0.028650 -0.017507 -0.061710 0.079357 0.028137 -0.041697 ... 0.064168 0.023178 0.061465 0.020354 -0.030068 0.024797 0.010970 0.100848 NaN -0.101706
37 -0.044260 0.004861 0.037029 0.009304 -0.012726 -0.014232 -0.061537 0.064421 -0.018250 -0.010311 ... 0.061996 0.018922 0.138099 -0.052318 -0.058207 0.014822 0.040055 0.039500 NaN -0.175794
38 0.002568 -0.027814 -0.028343 0.012212 -0.032166 0.037755 -0.017063 0.082728 0.000351 -0.013007 ... 0.090640 0.090013 0.023124 -0.017934 0.056985 -0.014328 -0.024910 0.017435 NaN 0.050879
40 0.011461 -0.029741 -0.024956 0.018326 0.053967 -0.070602 0.077145 -0.116965 0.019608 0.007665 ... -0.181855 -0.049955 -0.087898 0.007933 0.015529 -0.043917 -0.024130 -0.053993 NaN 0.103501
41 0.006500 -0.004759 -0.060200 0.031034 -0.052782 0.005750 0.035371 -0.002168 -0.008573 -0.026809 ... 0.009283 0.003359 -0.016095 -0.003657 0.058583 0.003962 -0.048632 -0.018019 NaN -0.042682
43 -0.055284 0.004722 0.062060 -0.055396 0.027434 0.033979 -0.017684 0.035634 -0.018204 0.029855 ... -0.027069 0.006469 -0.024603 0.096872 -0.044907 0.042502 0.061231 -0.018801 NaN -0.111643
44 0.034091 0.012767 -0.091119 0.007034 0.018038 -0.058022 0.135984 -0.053684 0.022960 0.002752 ... -0.034817 0.143130 -0.027337 -0.039672 0.030299 -0.022022 -0.082815 -0.038391 NaN 0.079057
45 -0.009302 -0.002711 0.000094 -0.042060 0.022417 -0.002233 -0.008663 -0.031066 -0.011911 -0.053061 ... -0.039925 -0.135832 -0.001288 0.045280 0.005799 0.034187 0.044465 0.013631 NaN -0.040531
47 -0.024911 0.034063 -0.034777 0.020557 0.004871 0.003895 0.063031 0.007753 0.006116 0.061325 ... -0.001296 0.074989 0.000437 -0.010936 0.022906 -0.033743 -0.083142 0.028164 NaN 0.030667
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114 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
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583 -0.027518 0.030672 0.004764 -0.017000 -0.012413 0.022454 -0.012231 0.012860 -0.026708 0.004080 ... -0.026594 -0.015059 0.001926 1.000000 0.010854 0.002864 -0.003883 -0.011247 NaN 0.015381
586 -0.009093 -0.016808 -0.048277 0.010945 0.017543 -0.002009 0.049035 0.022012 0.013043 -0.006643 ... -0.023727 0.014052 -0.039786 0.010854 1.000000 0.045764 -0.337233 0.010083 NaN -0.000280
587 0.010596 0.007618 -0.036789 -0.068292 -0.007715 0.018867 -0.013925 0.049203 0.044777 0.025607 ... -0.019021 0.033657 -0.035754 0.002864 0.045764 1.000000 0.414538 0.047528 NaN 0.040235
589 -0.042207 0.000439 -0.005830 -0.045235 0.020947 0.016193 -0.047141 0.012687 0.004777 0.058076 ... 0.014744 -0.000755 0.003009 -0.003883 -0.337233 0.414538 1.000000 0.026488 NaN -0.005943
Pass/Fail -0.063512 -0.007516 -0.043883 -0.008422 -0.011206 0.000670 -0.010618 0.025256 -0.023579 0.029172 ... 0.040202 0.016508 0.049547 -0.011247 0.010083 0.047528 0.026488 1.000000 NaN -0.020689
year NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN
month 0.007154 -0.003442 -0.041707 0.147417 0.025856 -0.132936 -0.010754 -0.084222 0.147927 -0.095576 ... 0.062109 0.066881 -0.019202 0.015381 -0.000280 0.040235 -0.005943 -0.020689 NaN 1.000000

204 rows × 204 columns

In [ ]:
plt.figure(figsize=(20,18))
sns.heatmap(abs(corr1),cmap="viridis");

There are few features with a bit high correlation like 452 and 255

Data pre-processing:

Segregate predictors vs target attributes

In [ ]:
sdata1.drop(['Time','year','month'], axis= 1, inplace= True)
In [ ]:
sdata1 = sdata1.T.reset_index(drop=True).T
sdata1
Out[ ]:
0 1 2 3 4 5 6 7 8 9 ... 192 193 194 195 196 197 198 199 200 201
0 3030.930000 2564.000000 2187.733300 1411.126500 1.3602 97.613300 0.124200 1.500500 0.016200 -0.003400 ... 0.14561 533.8500 2.1113 8.9500 0.500500 0.011800 0.021458 0.016475 99.670066 -1.0
1 3095.780000 2465.140000 2230.422200 1463.660600 0.8294 102.343300 0.124700 1.496600 -0.000500 -0.014800 ... 0.14561 535.0164 2.4335 5.9200 0.501900 0.022300 0.009600 0.020100 208.204500 -1.0
2 2932.610000 2559.940000 2186.411100 1698.017200 1.5102 95.487800 0.124100 1.443600 0.004100 0.001300 ... 0.14280 535.0245 2.0293 11.2100 0.495800 0.015700 0.020500 0.014800 82.860200 1.0
3 2988.720000 2479.900000 2199.033300 909.792600 1.3204 104.236700 0.121700 1.488200 -0.012400 -0.003300 ... 0.16300 530.5682 2.0253 9.3300 0.499000 0.010300 0.020200 0.014900 73.843200 -1.0
4 3032.240000 2502.870000 2233.366700 1326.520000 1.5334 100.396700 0.123500 1.503100 -0.003100 -0.007200 ... 0.14561 532.0155 2.0275 8.8300 0.500200 0.013800 0.020200 0.014900 73.843200 -1.0
5 2946.250000 2432.840000 2233.366700 1326.520000 1.5334 100.396700 0.123500 1.528700 0.016700 0.005500 ... 0.19050 534.2091 2.3236 8.9100 0.494900 0.018900 0.034200 0.015100 44.007700 -1.0
6 3030.270000 2430.120000 2230.422200 1463.660600 0.8294 102.343300 0.124700 1.581600 -0.027000 0.010500 ... 0.14561 532.3982 2.4229 6.4800 0.501000 0.014300 0.034200 0.015100 44.007700 -1.0
7 3058.880000 2498.910000 2248.900000 1004.469200 0.7884 106.240000 0.118500 1.515300 0.015700 0.000700 ... 0.13340 532.3982 2.2008 8.6500 0.498400 0.010600 0.020400 0.019400 95.031000 -1.0
8 2967.680000 2600.470000 2248.900000 1004.469200 0.7884 106.240000 0.118500 1.535800 0.011100 -0.006600 ... 0.11450 535.1818 2.2170 7.0900 0.499300 0.017200 0.011100 0.012400 111.652500 -1.0
9 3016.110000 2428.370000 2248.900000 1004.469200 0.7884 106.240000 0.118500 1.538100 0.015900 0.004900 ... 0.03610 533.4200 2.2598 8.6500 0.496700 0.015200 0.021200 0.019100 90.229400 -1.0
10 2994.050000 2548.210000 2195.122200 1046.146800 1.3204 103.340000 0.122300 1.514400 -0.019000 0.001300 ... 0.12240 532.1764 1.8715 9.5699 0.492500 0.015800 0.035500 0.020500 57.812200 1.0
11 2928.840000 2479.400000 2196.211100 1605.757800 0.9959 97.915600 0.125700 1.469000 0.017000 -0.015400 ... 0.08560 533.7464 2.1865 7.7400 0.498700 0.013800 0.037000 0.027900 75.507700 1.0
12 2920.070000 2507.400000 2195.122200 1046.146800 1.3204 103.340000 0.122300 1.531000 -0.025900 0.021600 ... 0.14561 530.1800 1.9690 9.9500 0.495000 0.015300 0.018800 0.009800 52.203900 -1.0
13 3051.440000 2529.270000 2184.433300 877.626600 1.4668 107.871100 0.124000 1.523600 -0.020900 -0.003100 ... 0.19380 533.2464 2.2354 9.9300 0.503400 0.015100 0.018800 0.009800 52.203900 -1.0
14 2963.970000 2629.480000 2224.622200 947.773900 1.2924 104.848900 0.119700 1.447400 0.014400 -0.011900 ... 0.14561 532.6446 2.2808 11.4200 0.507700 0.009400 0.020200 0.028900 142.908000 1.0
15 2988.310000 2546.260000 2224.622200 947.773900 1.2924 104.848900 0.119700 1.546500 0.025000 -0.002400 ... 0.14561 536.1118 2.3120 8.5300 0.505800 0.007800 0.017400 0.017400 100.274500 -1.0
16 3028.020000 2560.870000 2270.255600 1258.455800 1.3950 104.807800 0.120700 1.436800 0.015000 -0.003700 ... 0.11650 537.8145 2.1113 8.4300 0.500500 0.010800 0.018400 0.015100 82.098900 -1.0
17 3032.730000 2517.790000 2270.255600 1258.455800 1.3950 104.807800 0.120700 1.553700 0.022000 -0.002700 ... 0.10890 531.8418 2.1849 10.2600 0.501500 0.010500 0.018400 0.015100 82.098900 -1.0
18 3040.340000 2501.160000 2207.388900 962.531700 1.2043 104.031100 0.121000 1.548100 -0.036700 0.001400 ... 0.09100 532.2673 2.2820 6.0000 0.494800 0.011700 0.018400 0.015100 82.098900 -1.0
19 2988.300000 2519.050000 2208.855600 1157.722400 1.5509 107.802200 0.123300 1.536200 -0.025900 -0.017900 ... 0.14561 534.6455 2.0642 7.8100 0.503600 0.016900 0.022900 0.010800 47.158600 -1.0
20 2987.320000 2528.810000 2200.547318 1396.376627 1.3171 101.112908 0.119500 1.634300 -0.026300 0.011600 ... 0.06060 531.2491 2.2134 6.8600 0.501100 0.011700 0.022900 0.010800 47.158600 -1.0
21 3014.452896 2481.850000 2207.388900 962.531700 1.2043 104.031100 0.121000 1.555900 0.000200 -0.004400 ... 0.13760 530.1291 2.0645 8.1000 0.494700 0.013700 0.017500 0.006000 34.415300 -1.0
22 3002.270000 2497.450000 2207.388900 962.531700 1.2043 104.031100 0.121000 1.546500 0.019500 -0.011400 ... 0.10800 528.1864 2.3338 7.4900 0.497700 0.011400 0.025000 0.028600 114.597900 -1.0
23 2884.740000 2514.540000 2160.366700 899.948800 1.4022 105.497800 0.124000 1.558500 -0.031700 -0.013800 ... 0.14561 536.0054 1.9902 8.7600 0.498200 0.009900 0.009800 0.021300 216.886900 1.0
24 3010.410000 2632.800000 2203.900000 1116.412900 1.2639 102.273300 0.119900 1.422700 0.019400 0.007300 ... 0.14561 535.7491 2.2233 7.1700 0.503200 0.015900 0.028800 0.014800 125.060000 -1.0
25 2979.740000 2446.560000 2257.166700 1437.956500 1.4918 106.340000 0.120300 1.513600 0.001800 0.005800 ... 0.18320 532.6318 2.2530 9.2500 0.501200 0.013800 0.028800 0.014800 125.060000 -1.0
26 3067.350000 2456.330000 2257.166700 1437.956500 1.4918 106.340000 0.120300 1.486000 -0.001900 -0.005600 ... 0.22330 530.4545 2.3075 5.4000 0.500600 0.008300 0.028800 0.014800 125.060000 -1.0
27 2988.990000 2607.630000 2223.033300 1533.993400 1.3548 109.706700 0.121100 1.558200 -0.010100 0.020400 ... 0.20080 528.4100 2.3265 9.3700 0.506900 0.015800 0.018300 0.014800 216.955200 -1.0
28 2972.780000 2431.570000 2190.488900 1059.439000 0.8614 102.117800 0.121600 1.543800 0.006500 0.003200 ... 0.09720 532.3982 2.2750 7.4100 0.503600 0.013700 0.013000 0.016500 127.506700 -1.0
29 2981.850000 2529.110000 2180.377800 1208.741100 1.2998 100.278900 0.120900 1.420000 -0.001600 0.013800 ... 0.09370 534.3927 2.2461 8.7800 0.501900 0.013900 0.012100 0.017800 146.871500 -1.0
30 2975.880000 2489.700000 2191.666700 1153.901100 1.2569 100.676700 0.121000 1.448100 -0.013400 0.017700 ... 0.14561 530.4073 2.1823 7.7300 0.498100 0.018000 0.020900 0.017100 81.545900 -1.0
31 3058.610000 2492.360000 2180.377800 1208.741100 1.2998 100.278900 0.120900 1.560200 0.004100 -0.005600 ... 0.13930 533.2154 2.2671 7.9500 0.503300 0.011500 0.008200 0.016200 197.995100 -1.0
32 3047.190000 2524.180000 2197.311100 969.891000 1.3015 105.391100 0.120100 1.583700 -0.026600 -0.002900 ... 0.17010 536.5709 2.1983 10.8600 0.496700 0.011300 0.008200 0.016200 197.995100 -1.0
33 2981.310000 2566.350000 2197.311100 969.891000 1.3015 105.391100 0.120100 1.504700 -0.021600 0.006400 ... 0.23650 529.3927 2.1345 11.7900 0.499200 0.015800 0.008200 0.016200 197.995100 -1.0
34 2963.830000 2457.640000 2225.177700 1457.793400 1.2414 110.278900 0.121100 1.537400 -0.017700 0.017000 ... 0.10710 529.5609 2.2805 8.0900 0.503700 0.017500 0.026800 0.019900 74.155500 -1.0
35 3040.720000 2477.350000 2191.666700 1153.901100 1.2569 100.676700 0.121000 1.347500 -0.015200 0.011500 ... 0.25150 531.5427 2.2580 5.2000 0.501300 0.013800 0.026800 0.019900 74.155500 -1.0
36 2989.470000 2445.440000 2223.166700 1522.553500 1.1981 110.633300 0.121000 1.531600 -0.019400 0.008800 ... 0.14561 532.7664 2.4052 10.9000 0.503200 0.012700 0.029000 0.016500 56.822100 -1.0
37 2981.540000 2498.910000 2221.844500 1416.821100 1.1758 111.627800 0.121000 1.440000 -0.016300 0.021100 ... 0.11670 533.7700 2.2632 10.3500 0.507300 0.018100 0.010400 0.015900 152.682300 -1.0
38 2958.090000 2542.240000 2222.677800 1547.612500 1.4431 110.564400 0.121100 1.478000 -0.013100 0.007900 ... 0.14561 533.9509 1.8946 7.0300 0.502200 0.010500 0.015000 0.015100 100.727900 1.0
39 3017.210000 2530.670000 2169.466700 1185.444900 1.2412 100.844400 0.122100 1.533500 0.009800 -0.001300 ... 0.14561 532.1118 2.2194 6.2300 0.501200 0.009900 0.015000 0.015100 100.727900 -1.0
40 2962.140000 2545.710000 2221.577800 1503.623000 1.1878 111.344400 0.121100 1.542400 -0.017700 0.014000 ... 0.17180 537.6273 2.2025 12.2100 0.506800 0.020100 0.018900 0.008600 45.426400 1.0
41 3017.100000 2517.180000 2180.377800 1208.741100 1.2998 100.278900 0.120900 1.465200 -0.000800 0.013700 ... 0.19000 531.3755 2.4747 6.5900 0.497600 0.011100 0.021900 0.016200 73.881700 -1.0
42 3021.260000 2503.460000 2180.377800 1208.741100 1.2998 100.278900 0.120900 1.504200 0.008200 0.009200 ... 0.12840 532.8618 2.3145 10.4300 0.501400 0.012100 0.017300 0.029800 171.852400 -1.0
43 3000.360000 2498.910000 2174.866600 1039.229100 1.0455 103.600000 0.122100 1.533700 -0.020700 0.006700 ... 0.14561 527.8355 2.1599 12.1900 0.494700 0.012700 0.036500 0.030300 83.056300 -1.0
44 3047.780000 2490.710000 2166.522200 907.074600 1.0647 104.521100 0.122100 1.576400 -0.021900 -0.008000 ... 0.14561 535.6282 2.2383 11.6200 0.500900 0.015500 0.014900 0.015800 106.181200 -1.0
45 2912.870000 2446.250000 2166.522200 907.074600 1.0647 104.521100 0.122100 1.533600 -0.028300 0.005000 ... 0.12830 528.4727 2.1628 8.6700 0.501800 0.011600 0.013700 0.015500 113.372100 1.0
46 3076.380000 2475.530000 2166.522200 907.074600 1.0647 104.521100 0.122100 1.491900 -0.003000 0.003400 ... 0.14561 529.9682 2.1756 12.3000 0.503500 0.018900 0.022700 0.023200 102.267300 -1.0
47 3055.970000 2498.910000 2166.522200 907.074600 1.0647 104.521100 0.122100 1.517900 0.011400 0.011000 ... 0.14561 533.6809 2.1400 10.3100 0.497600 0.012700 0.014900 0.016400 110.545400 -1.0
48 2993.590000 2345.950000 2169.466700 1185.444900 1.2412 100.844400 0.122100 1.553300 0.017300 0.006700 ... 0.13140 530.9973 2.1898 7.2300 0.497600 0.008700 0.024600 0.013800 56.035700 1.0
49 2946.860000 2533.910000 2174.866600 1039.229100 1.0455 103.600000 0.122100 1.551600 -0.034300 0.006500 ... 0.14561 533.3209 2.0680 6.4300 0.497200 0.015100 0.029600 0.016500 55.832400 1.0
50 2942.310000 2446.740000 2172.977800 1222.606700 1.3658 101.840000 0.122000 1.571700 -0.010500 0.005200 ... 0.14561 533.1055 2.3497 6.5900 0.502600 0.009800 0.029600 0.016500 55.832400 1.0
51 2993.140000 2520.210000 2180.677800 1230.676200 1.4095 103.377800 0.120500 1.527700 -0.018700 -0.007600 ... 0.07680 534.2509 2.5108 9.2900 0.494300 0.018100 0.024500 0.015700 63.969800 -1.0
52 2938.410000 2466.780000 2166.522200 907.074600 1.0647 104.521100 0.122100 1.471000 -0.001300 0.014600 ... 0.14561 530.8764 2.1917 7.0000 0.498700 0.010600 0.035800 0.018200 50.871300 -1.0
53 3058.980000 2484.310000 2172.977800 1222.606700 1.3658 101.840000 0.122000 1.532100 -0.000800 0.004700 ... 0.06050 532.5454 2.1461 8.7400 0.503600 0.015000 0.035800 0.018200 50.871300 -1.0
54 2950.460000 2398.440000 2180.677800 1230.676200 1.4095 103.377800 0.120500 1.648600 -0.023900 0.003100 ... 0.14450 535.2400 2.3483 8.2800 0.496700 0.015200 0.024700 0.005400 21.991700 -1.0
55 3060.030000 2498.910000 2166.522200 907.074600 1.0647 104.521100 0.122100 1.551200 -0.001900 0.003300 ... 0.14561 535.5864 2.3608 8.0699 0.500000 0.017300 0.009700 0.011100 115.100500 -1.0
56 2983.090000 2569.810000 2206.511200 1244.155200 1.2691 101.666700 0.122900 1.487300 0.036200 0.002900 ... 0.09620 536.4636 2.0117 9.2700 0.503000 0.011800 0.012000 0.019000 157.856700 -1.0
57 2935.940000 2586.050000 2164.411100 1206.603100 0.9799 100.518900 0.122000 1.478600 0.004900 0.011600 ... 0.07640 535.2509 2.2864 9.3200 0.504800 0.013800 0.020100 0.022000 109.427300 1.0
58 3004.090000 2388.740000 2223.800000 1503.124800 1.1705 110.060000 0.121100 1.444100 -0.017700 0.000400 ... 0.15630 533.7473 2.2437 8.2200 0.504900 0.012100 0.020700 0.030100 145.633900 1.0
59 3020.760000 2481.280000 2197.311100 969.891000 1.3015 105.391100 0.120100 1.563200 -0.015600 -0.001000 ... 0.19930 529.9773 2.3048 7.2400 0.499700 0.008600 0.028500 0.013200 46.459400 -1.0
60 3042.080000 2498.910000 2206.511200 1244.155200 1.2691 101.666700 0.122900 1.592800 0.016300 -0.004200 ... 0.20780 531.7764 2.2132 8.5800 0.503900 0.011600 0.020100 0.021600 107.833100 -1.0
61 3000.560000 2541.920000 2220.544500 1192.875700 1.3872 106.256700 0.121800 1.564400 0.020100 0.004400 ... 0.21870 535.7673 2.0382 10.6600 0.507000 0.018600 0.018300 0.018300 100.175600 -1.0
62 2990.220000 2483.660000 2206.511200 1244.155200 1.2691 101.666700 0.122900 1.472900 0.020600 0.003000 ... 0.13870 535.8027 1.9736 7.3900 0.505300 0.009900 0.019400 0.016900 87.303400 1.0
63 3016.640000 2492.800000 2246.488900 1006.954800 1.0997 103.322200 0.118400 1.506800 0.012600 -0.002300 ... 0.09650 536.7873 2.2478 6.2400 0.498400 0.014600 0.029600 0.006200 20.890900 -1.0
64 2980.840000 2628.760000 2187.522200 1268.659800 1.4503 102.462200 0.123300 1.467200 -0.008800 0.007100 ... 0.06420 532.2164 2.3626 9.7599 0.501000 0.013800 0.029700 0.014800 187.355400 1.0
65 2847.810000 2461.380000 2202.711100 1010.445400 1.0032 104.306700 0.122500 1.497000 -0.007700 0.006800 ... 0.09540 533.8600 2.3365 6.1400 0.497000 0.009300 0.034300 0.011500 33.451500 -1.0
66 3014.452896 2544.520000 2202.711100 1010.445400 1.0032 104.306700 0.122500 1.472700 -0.004400 0.013600 ... 0.08510 537.2882 2.0190 6.9800 0.505300 0.012100 0.013900 0.018700 134.201400 -1.0
67 2975.640000 2508.280000 2202.711100 1010.445400 1.0032 104.306700 0.122500 1.507900 -0.008600 0.007000 ... 0.12860 535.0427 2.0348 10.3000 0.500100 0.011900 0.013900 0.018700 134.201400 -1.0
68 3066.190000 2498.910000 2246.488900 1006.954800 1.0997 103.322200 0.118400 1.444000 0.000700 0.009000 ... 0.08340 534.6255 2.4592 7.9100 0.500100 0.014400 0.011000 0.013400 121.547600 -1.0
69 2873.350000 2565.800000 2220.544500 1192.875700 1.3872 106.256700 0.121800 1.556900 0.018900 0.007700 ... 0.06620 536.5182 2.0018 12.5400 0.495300 0.014800 0.019200 0.012500 65.231200 -1.0
70 3045.030000 2498.910000 2246.488900 1006.954800 1.0997 103.322200 0.118400 1.569300 0.006400 -0.005800 ... 0.16090 532.4236 2.5469 6.4900 0.496900 0.019700 0.010800 0.010600 98.173500 -1.0
71 3090.180000 2375.490000 2191.666700 1107.433000 1.3529 103.423300 0.120600 1.576900 -0.035900 0.007600 ... 0.16600 535.4264 2.0184 7.5500 0.502200 0.018200 0.010800 0.010600 98.173500 -1.0
72 2955.850000 2623.100000 2191.666700 1107.433000 1.3529 103.423300 0.120600 1.439500 0.001200 0.001100 ... 0.14561 534.5155 2.4013 10.5700 0.500100 0.012900 0.035400 0.028600 80.724000 -1.0
73 3006.230000 2424.370000 2220.544500 1192.875700 1.3872 106.256700 0.121800 1.482900 -0.017600 0.006400 ... 0.16070 532.3982 2.3358 5.3900 0.498000 0.016300 0.026600 0.008600 32.330400 -1.0
74 2958.050000 2450.250000 2199.333400 1017.939900 1.2414 100.554400 0.121400 1.498100 0.023400 -0.004200 ... 0.14280 537.5900 1.7633 6.3900 0.499300 0.016900 0.026600 0.008600 32.330400 -1.0
75 2999.720000 2492.290000 2191.666700 1107.433000 1.3529 103.423300 0.120600 1.465600 -0.010300 -0.002900 ... 0.02450 536.3945 2.0371 9.6000 0.495800 0.012000 0.005900 0.010100 169.640100 -1.0
76 2918.900000 2500.410000 2183.433300 1582.564600 1.3601 99.026700 0.124000 1.440800 0.024700 0.002200 ... 0.08340 534.8927 2.4332 10.7500 0.503200 0.013400 0.005900 0.010100 169.640100 -1.0
77 2926.070000 2505.730000 2191.666700 1107.433000 1.3529 103.423300 0.120600 1.537100 -0.016000 0.002200 ... 0.14170 537.1373 2.1412 7.9300 0.497700 0.011600 0.046100 0.014800 117.615900 -1.0
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82 2971.990000 2502.620000 2239.300000 1192.749500 1.2479 100.118900 0.118700 1.582400 -0.000600 0.006400 ... 0.21770 531.8100 2.2115 13.7600 0.495500 0.009400 0.027800 0.004200 15.290900 1.0
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84 2916.410000 2503.590000 2246.488900 1006.954800 1.0997 103.322200 0.118400 1.602600 -0.025200 0.003300 ... 0.14561 539.2336 2.1559 7.5400 0.498600 0.017600 0.029800 0.014600 48.907200 -1.0
85 3047.670000 2565.030000 2199.333400 1017.939900 1.2414 100.554400 0.121400 1.488000 0.025200 -0.004400 ... 0.14561 532.3982 1.7483 8.6500 0.504300 0.013100 0.029800 0.014600 48.907200 -1.0
86 3082.450000 2498.910000 2199.333400 1017.939900 1.2414 100.554400 0.121400 1.555300 0.024500 -0.011100 ... 0.07030 532.3982 1.7483 8.6500 0.503200 0.013500 0.029800 0.014600 48.907200 -1.0
87 3088.820000 2655.370000 2183.455600 955.907300 1.1048 102.697800 0.122300 1.329600 -0.001100 0.000700 ... 0.14170 533.1773 2.3063 9.9300 0.494400 0.012200 0.020000 0.023700 118.304700 -1.0
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92 3039.930000 2447.890000 2246.488900 1006.954800 1.0997 103.322200 0.118400 1.541400 -0.009500 -0.016700 ... 0.12970 529.3927 2.1345 11.7900 0.500700 0.010500 0.027700 0.031800 114.749700 -1.0
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94 3046.330000 2545.340000 2172.366600 1752.320600 1.3622 97.263300 0.126900 1.540900 -0.009700 0.004300 ... 0.06710 532.3982 1.7483 8.6500 0.503100 0.014600 0.027700 0.031800 114.749700 -1.0
95 3081.070000 2560.990000 2180.155600 1822.507300 1.2579 98.128900 0.126100 1.504800 -0.010800 0.007000 ... 0.11380 534.9591 1.8002 8.2900 0.500200 0.009800 0.027700 0.031800 114.749700 -1.0
96 2992.400000 2467.070000 2191.666700 1107.433000 1.3529 103.423300 0.120600 1.499300 -0.009100 0.000600 ... 0.04890 533.9136 2.4527 9.2700 0.499600 0.013800 0.009500 0.018400 192.298500 1.0
97 3049.310000 2453.820000 2265.188900 1740.329700 1.4715 100.388900 0.122200 1.531000 0.000600 0.002800 ... 0.14561 531.6718 2.3956 10.2600 0.499800 0.017400 0.009500 0.018400 192.298500 -1.0
98 3011.490000 2537.900000 2183.455600 955.907300 1.1048 102.697800 0.122300 1.622700 0.006200 0.019400 ... 0.14561 529.0600 2.3468 8.1900 0.495500 0.011000 0.009500 0.018400 192.298500 -1.0
99 2913.150000 2544.520000 2232.588900 1717.275000 1.6700 104.106700 0.122300 1.511500 -0.010000 0.005300 ... 0.14561 530.9282 2.1959 11.7800 0.501200 0.009400 0.019900 0.010700 53.636900 -1.0
100 3080.260000 2526.820000 2265.188900 1740.329700 1.4715 100.388900 0.122200 1.503500 0.004600 0.004100 ... 0.14561 529.8373 2.3027 12.5000 0.492400 0.014200 0.019900 0.010700 53.636900 -1.0
101 3070.500000 2439.130000 2209.922200 1693.573200 1.3918 99.081100 0.125000 1.360900 -0.000300 -0.004600 ... 0.10090 530.9864 2.3854 7.9300 0.498800 0.012600 0.019900 0.010700 53.636900 -1.0
102 2960.180000 2459.620000 2213.766700 1679.349800 1.0685 98.197800 0.123500 1.458100 0.000200 0.000400 ... 0.14280 532.3982 2.1543 8.6500 0.502600 0.017600 0.018900 0.013700 72.377600 -1.0
103 2960.650000 2436.170000 2265.188900 1740.329700 1.4715 100.388900 0.122200 1.574800 -0.006200 -0.002400 ... 0.14561 529.8309 2.3190 9.6000 0.494300 0.016800 0.031300 0.020800 66.417200 -1.0
104 3000.460000 2523.080000 2191.900000 1936.765300 1.5291 98.124400 0.125400 1.405100 -0.027600 -0.009300 ... 0.13610 535.1718 2.4874 8.1400 0.497700 0.013800 0.031300 0.020800 66.417200 -1.0
105 2946.860000 2474.050000 2220.711100 1064.844600 0.9747 103.056700 0.119300 1.403900 0.008800 0.016900 ... 0.11160 534.1436 1.6744 8.3000 0.498400 0.018000 0.019400 0.022300 115.105500 -1.0
106 2831.910000 2433.960000 2171.900000 1811.879900 1.3811 99.220000 0.127600 1.398500 -0.009200 0.004400 ... 0.11820 533.7727 2.3508 9.7000 0.503300 0.014400 0.012000 0.008200 68.666200 -1.0
107 2872.400000 2607.750000 2172.366600 1752.320600 1.3622 97.263300 0.126900 1.487600 0.001800 0.009400 ... 0.14380 536.7136 2.4272 7.0900 0.502400 0.012000 0.032200 0.013200 40.870300 -1.0
108 3054.780000 2479.170000 2171.900000 1811.879900 1.3811 99.220000 0.127600 1.432100 -0.011400 0.002600 ... 0.07600 537.0518 1.8363 8.1000 0.502100 0.011700 0.032500 0.007300 22.419700 -1.0
109 3086.880000 2395.850000 2171.900000 1811.879900 1.3811 99.220000 0.127600 1.463900 -0.009100 -0.006300 ... 0.14561 536.3864 2.4386 7.5700 0.504500 0.013800 0.034900 0.014600 41.783300 -1.0
110 2913.420000 2437.690000 2220.711100 1064.844600 0.9747 103.056700 0.119300 1.524200 0.022100 0.015300 ... 0.23820 530.7191 2.5798 6.1000 0.497100 0.015100 0.013900 0.013900 99.450300 -1.0
111 3039.570000 2583.780000 2197.844500 1907.890900 1.1799 99.666700 0.124700 1.584700 0.028300 0.011800 ... 0.10730 533.3509 2.1114 8.0900 0.498700 0.018400 0.013900 0.013900 99.450300 -1.0
112 2958.130000 2485.570000 2197.866700 1888.038800 1.1988 100.281100 0.124700 1.549700 -0.001900 0.002900 ... 0.06370 534.8827 2.5700 8.4200 0.504500 0.009000 0.013900 0.013900 99.450300 -1.0
113 2928.160000 2523.210000 2210.611100 1184.648100 1.2577 102.935600 0.120100 1.445300 -0.012600 0.015200 ... 0.14561 532.7255 1.8964 9.6000 0.501600 0.016000 0.004900 0.014400 72.023000 -1.0
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115 3002.850000 2502.050000 2232.588900 1717.275000 1.6700 104.106700 0.122300 1.451800 0.006600 0.015100 ... 0.14561 532.1818 2.2788 11.6000 0.499500 0.009300 0.036400 0.016600 45.683500 1.0
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117 3014.452896 2498.910000 2232.588900 1717.275000 1.6700 104.106700 0.122300 1.516600 -0.014100 0.009000 ... 0.11740 535.7082 2.1497 7.7700 0.501800 0.010600 0.023100 0.010200 44.122000 -1.0
118 2985.110000 2496.730000 2220.711100 1064.844600 0.9747 103.056700 0.119300 1.474000 0.002400 0.006900 ... 0.09290 532.4836 2.2079 11.5000 0.500100 0.019100 0.023100 0.010200 44.122000 -1.0
119 2943.580000 2512.490000 2171.900000 1811.879900 1.3811 99.220000 0.127600 1.404600 -0.008000 0.004000 ... 0.14280 533.3209 2.4315 5.9500 0.502500 0.009400 0.025400 0.014500 56.857900 -1.0
120 2992.890000 2481.430000 2183.455600 955.907300 1.1048 102.697800 0.122300 1.464900 0.030900 -0.006800 ... 0.06820 528.6918 2.3251 10.2401 0.500500 0.012800 0.021600 0.011500 53.315700 -1.0
121 2962.270000 2495.350000 2171.900000 1811.879900 1.3811 99.220000 0.127600 1.538500 0.032900 -0.001000 ... 0.16640 533.2491 2.0020 8.9800 0.504000 0.017600 0.022000 0.014800 72.023000 -1.0
122 3043.670000 2518.210000 2222.322200 1678.966900 1.5099 99.694400 0.124800 1.537000 -0.001300 0.000600 ... 0.16320 534.6418 2.1732 10.8900 0.500000 0.020200 0.024100 0.008600 35.555000 -1.0
123 3024.460000 2468.330000 2222.333300 1720.903300 1.3150 100.398900 0.123100 1.537400 -0.013100 -0.000700 ... 0.10240 536.4745 2.1084 9.6100 0.496500 0.011300 0.024100 0.008600 35.555000 -1.0
124 3032.810000 2534.740000 2239.422300 1997.378200 1.5397 98.335600 0.122900 1.497400 -0.004600 -0.000200 ... 0.14940 531.9991 2.3672 8.4600 0.495000 0.014900 0.024100 0.008600 35.555000 -1.0
125 3020.120000 2416.730000 2196.655500 1066.190800 1.2188 101.890000 0.121100 1.364200 -0.016700 0.003300 ... 0.14280 533.7818 2.4911 10.2100 0.496600 0.008500 0.020100 0.014800 188.298700 -1.0
126 2955.300000 2460.080000 2191.900000 1936.765300 1.5291 98.124400 0.125400 1.412500 -0.000300 0.014000 ... 0.06470 534.8573 2.4009 9.0500 0.501900 0.013000 0.020100 0.014800 188.298700 -1.0
127 3100.440000 2498.910000 2239.422300 1997.378200 1.5397 98.335600 0.122900 1.543000 0.005900 -0.005700 ... 0.13430 532.3064 2.5503 8.6801 0.499800 0.016200 0.020100 0.014800 188.298700 -1.0
128 2976.480000 2502.960000 2232.588900 1717.275000 1.6700 104.106700 0.122300 1.430600 -0.001300 -0.004500 ... 0.14561 526.4382 2.4025 8.5200 0.502900 0.008200 0.015300 0.013400 87.663100 -1.0
129 3056.500000 2481.090000 2220.444400 1637.294600 1.3680 100.518900 0.123100 1.440200 -0.018000 -0.001300 ... 0.19010 534.0064 2.4764 9.5700 0.500900 0.015300 0.033800 0.011900 35.214800 -1.0
130 3017.500000 2634.300000 2183.455600 955.907300 1.1048 102.697800 0.122300 1.470000 -0.009200 0.008300 ... 0.19100 531.6346 2.3149 8.3000 0.505900 0.008200 0.020800 0.014900 71.575300 -1.0
131 3003.130000 2498.910000 2171.900000 1811.879900 1.3811 99.220000 0.127600 1.424000 -0.008000 0.007400 ... 0.11450 527.1709 2.3873 11.2100 0.499000 0.011900 0.005800 0.016900 72.023000 1.0
132 2924.230000 2531.340000 2196.655500 1066.190800 1.2188 101.890000 0.121100 1.387200 -0.008900 0.002800 ... 0.14561 532.6609 2.1807 11.3900 0.500100 0.011500 0.005800 0.016900 72.023000 -1.0
133 3023.860000 2432.850000 2172.366600 1752.320600 1.3622 97.263300 0.126900 1.471200 -0.015000 0.005600 ... 0.13600 532.3982 1.8204 6.4300 0.500900 0.010000 0.005800 0.016900 72.023000 -1.0
134 3020.460000 2477.860000 2242.244400 1695.704900 1.4215 99.994400 0.121500 1.484500 -0.007900 -0.000400 ... 0.23170 532.3982 2.4894 8.6500 0.500200 0.013800 0.005800 0.016900 72.023000 -1.0
135 3035.710000 2567.290000 2222.322200 1678.966900 1.5099 99.694400 0.124800 1.332500 0.006700 0.009800 ... 0.09400 535.6018 2.0446 11.3200 0.495500 0.013800 0.005800 0.016900 72.023000 -1.0
136 2917.860000 2490.860000 2178.144400 1074.514500 1.2260 101.095600 0.121800 1.470400 0.002400 0.012400 ... 0.08580 531.3545 2.4380 6.2900 0.506000 0.013800 0.005800 0.016900 72.023000 -1.0
137 3044.460000 2497.580000 2178.144400 1074.514500 1.2260 101.095600 0.121800 1.371400 0.003700 0.007000 ... 0.13730 531.6273 2.2843 11.7300 0.503700 0.018300 0.005800 0.016900 72.023000 -1.0
138 2959.650000 2576.840000 2171.900000 1811.879900 1.3811 99.220000 0.127600 1.452300 -0.003200 0.009300 ... 0.12640 531.8255 2.0893 7.9500 0.502500 0.014100 0.005800 0.016900 72.023000 -1.0
139 2936.300000 2473.270000 2181.155500 988.766000 0.9454 101.361100 0.121500 1.380900 -0.002500 -0.014900 ... 0.18980 535.1736 2.4707 9.8400 0.506800 0.016000 0.005800 0.016900 72.023000 -1.0
140 3001.410000 2581.070000 2224.477800 994.903200 1.2834 101.826700 0.119100 1.566800 -0.007400 -0.007400 ... 0.14520 534.5045 2.4213 10.1300 0.502700 0.016500 0.005800 0.016900 72.023000 -1.0
141 3072.730000 2587.600000 2224.477800 994.903200 1.2834 101.826700 0.119100 1.449100 0.001500 -0.003600 ... 0.18640 534.5045 2.4213 10.1300 0.500500 0.016000 0.005800 0.016900 72.023000 -1.0
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143 3027.100000 2374.500000 2222.322200 1678.966900 1.5099 99.694400 0.124800 1.414900 -0.004100 0.003600 ... 0.20970 531.3073 2.3028 11.9400 0.498000 0.010400 0.013500 0.015300 112.861700 -1.0
144 2950.000000 2539.370000 2196.655500 1066.190800 1.2188 101.890000 0.121100 1.478600 0.001700 -0.008000 ... 0.08600 531.4036 2.2910 12.2100 0.500000 0.010100 0.005500 0.021800 72.023000 -1.0
145 3095.500000 2394.580000 2196.655500 1066.190800 1.2188 101.890000 0.121100 1.478500 -0.020500 -0.005700 ... 0.13530 536.2418 2.4342 8.7400 0.497100 0.013200 0.005500 0.021800 72.023000 -1.0
146 3049.190000 2406.220000 2222.322200 1678.966900 1.5099 99.694400 0.124800 1.459900 0.003200 0.006700 ... 0.14680 533.2282 2.3215 7.1100 0.497300 0.018100 0.005500 0.021800 72.023000 -1.0
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148 2957.730000 2581.930000 2224.477800 994.903200 1.2834 101.826700 0.119100 1.563700 -0.013700 -0.004800 ... 0.23690 531.2291 2.4177 11.4700 0.502600 0.008900 0.005500 0.021800 72.023000 -1.0
149 2963.350000 2537.400000 2222.000000 1630.112800 1.3555 100.014400 0.123100 1.441600 -0.003700 -0.003500 ... 0.09520 534.9591 1.8002 8.2900 0.499200 0.012200 0.018200 0.018700 102.894000 -1.0
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151 3095.060000 2494.550000 2180.155600 1822.507300 1.2579 98.128900 0.126100 1.579600 0.010300 -0.002900 ... 0.14561 530.1700 2.1279 11.1800 0.494600 0.014100 0.018200 0.018700 102.894000 -1.0
152 2999.180000 2560.670000 2222.322200 1678.966900 1.5099 99.694400 0.124800 1.463500 0.000100 0.004700 ... 0.12700 532.5973 2.0612 8.7000 0.495700 0.016600 0.033600 0.015300 45.370100 -1.0
153 2939.560000 2557.940000 2242.244400 1695.704900 1.4215 99.994400 0.121500 1.431300 0.002200 0.008500 ... 0.10010 534.2527 1.9665 9.0800 0.505700 0.014700 0.019900 0.011700 58.566500 -1.0
154 2973.860000 2359.010000 2196.655500 1066.190800 1.2188 101.890000 0.121100 1.454400 -0.005200 -0.000300 ... 0.05430 535.0655 2.2935 8.1000 0.502500 0.012800 0.019900 0.011700 58.566500 1.0
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156 2914.470000 2492.140000 2181.611100 1083.393700 1.2484 104.147800 0.121600 1.556800 -0.021400 -0.004300 ... 0.12870 534.5873 2.1965 6.9900 0.493900 0.013600 0.022800 0.029900 131.254300 -1.0
157 2959.860000 2491.190000 2208.000000 1835.983200 1.5714 100.247800 0.123800 1.468000 0.003300 0.001800 ... 0.25000 535.4327 2.3964 10.4500 0.499300 0.013800 0.014000 0.018000 128.281900 1.0
158 2964.770000 2524.440000 2181.511100 1177.083000 1.3012 100.933300 0.121500 1.404700 -0.008000 0.003800 ... 0.06910 536.0109 2.2047 6.1100 0.498400 0.015500 0.014000 0.018000 128.281900 1.0
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424 2977.430000 2498.910000 2218.055500 1517.437100 0.8579 105.813300 0.120600 1.484900 -0.002000 0.008200 ... 0.08770 530.6027 2.3970 7.1100 0.497000 0.017400 0.000500 0.011500 0.000000 1.0
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427 3085.570000 2364.780000 2178.688900 1657.351800 1.6603 100.802200 0.122900 1.494500 0.024700 -0.004900 ... 0.14561 538.3636 1.9631 6.0400 0.498600 0.014700 0.014200 0.015600 109.599600 -1.0
428 3053.490000 2457.080000 2172.533300 1351.964800 1.6377 103.880000 0.124300 1.568000 0.000900 0.009400 ... 0.14561 534.5545 2.3853 8.2000 0.498100 0.013200 0.014200 0.015600 109.599600 -1.0
429 3120.680000 2396.400000 2177.022200 1448.849900 1.5565 103.256700 0.123200 1.492000 -0.009500 0.016500 ... 0.26500 532.9282 2.4995 7.8400 0.497500 0.014000 0.014200 0.015600 109.599600 -1.0
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431 3068.980000 2439.000000 2172.533300 1351.964800 1.6377 103.880000 0.124300 1.468800 0.014700 -0.010000 ... 0.14561 532.3982 2.4690 8.6500 0.498100 0.011100 0.014200 0.015600 109.599600 -1.0
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433 3114.680000 2605.480000 2172.533300 1351.964800 1.6377 103.880000 0.124300 1.535600 0.027800 -0.001900 ... 0.14561 534.8673 2.2965 6.5699 0.504000 0.016400 0.011600 0.012500 107.102000 -1.0
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435 3041.330000 2526.730000 2213.755600 1113.559900 0.7217 104.166700 0.121100 1.450100 0.001100 -0.014000 ... 0.14561 532.0082 2.2994 6.8900 0.503700 0.014800 0.025400 0.004700 18.539000 -1.0
436 3071.580000 2489.470000 2217.377700 1425.104100 1.7585 106.255600 0.120000 1.527000 0.006600 -0.012400 ... 0.08770 530.6027 2.3970 7.1100 0.500400 0.013800 0.032900 0.005500 16.669500 -1.0
437 2921.480000 2496.540000 2213.933300 1248.620900 1.8848 97.185600 0.120900 1.426600 0.018100 -0.011800 ... 0.19850 536.8282 2.1262 6.8800 0.503300 0.013900 0.032900 0.005500 16.669500 -1.0
438 3059.200000 2467.800000 2196.088900 1277.859200 1.8246 95.632200 0.122400 1.378700 0.002500 -0.008500 ... 0.14561 532.3982 2.5672 8.6500 0.507900 0.015700 0.032900 0.005500 16.669500 -1.0
439 3062.540000 2370.500000 2177.022200 1448.849900 1.5565 103.256700 0.123200 1.553300 0.019600 -0.003000 ... 0.14320 532.3982 2.5236 8.6500 0.501400 0.010900 0.032900 0.005500 16.669500 -1.0
440 3067.700000 2500.270000 2177.022200 1448.849900 1.5565 103.256700 0.123200 1.576000 0.027200 0.000900 ... 0.05800 532.3982 2.0868 8.6500 0.500200 0.014200 0.032900 0.005500 16.669500 -1.0
441 3102.590000 2514.950000 2196.088900 1277.859200 1.8246 95.632200 0.122400 1.472700 -0.000500 -0.007600 ... 0.14561 532.1854 2.2439 9.1100 0.500200 0.016200 0.032900 0.005500 16.669500 1.0
442 2948.760000 2644.320000 2185.333400 1780.414900 1.7632 93.984400 0.121500 1.411700 0.008900 -0.009300 ... 0.14561 537.0273 2.1186 7.5900 0.498300 0.012500 0.032900 0.005500 16.669500 -1.0
443 3079.770000 2354.510000 2207.044400 1269.607800 1.7571 97.018900 0.122100 1.460700 0.015500 0.009300 ... 0.17180 532.3982 2.6271 8.6500 0.500100 0.011000 0.028200 0.019400 68.744400 -1.0
444 3114.460000 2656.840000 2207.044400 1269.607800 1.7571 97.018900 0.122100 1.416400 0.000600 0.005600 ... 0.14561 531.3936 2.3207 10.1900 0.503600 0.009100 0.028200 0.019400 68.744400 -1.0
445 2882.170000 2601.980000 2213.933300 1248.620900 1.8848 97.185600 0.120900 1.560400 0.005400 0.003400 ... 0.08840 536.1555 1.8940 9.4100 0.509000 0.016800 0.028200 0.019400 68.744400 -1.0
446 3014.350000 2653.230000 2203.044500 996.156000 1.3660 104.663300 0.120900 1.479400 0.008300 0.000500 ... 0.08540 529.4873 2.4094 7.7600 0.502200 0.011100 0.028300 0.020400 72.200200 -1.0
447 2901.070000 2505.830000 2207.044400 1269.607800 1.7571 97.018900 0.122100 1.513000 0.001100 0.002600 ... 0.10740 530.2100 2.2897 10.4000 0.503700 0.011900 0.023500 0.014800 150.776100 -1.0
448 2942.410000 2523.710000 2207.044400 1269.607800 1.7571 97.018900 0.122100 1.527200 0.018100 0.002200 ... 0.23110 534.8673 2.1953 8.7300 0.501700 0.016100 0.023500 0.014800 150.776100 1.0
449 2882.760000 2516.110000 2172.533300 1351.964800 1.6377 103.880000 0.124300 1.576600 -0.010400 0.004200 ... 0.08770 536.4400 2.1186 8.3300 0.498600 0.011000 0.023500 0.014800 150.776100 -1.0
450 3047.760000 2446.960000 2187.666700 1468.896300 0.9253 101.861100 0.123400 1.600400 -0.002400 0.005600 ... 0.20880 530.5864 2.4746 9.9600 0.501900 0.013900 0.023500 0.014800 150.776100 -1.0
451 3133.430000 2406.580000 2173.455600 1433.673200 1.0304 110.542200 0.124500 1.526100 0.001900 0.003400 ... 0.08770 533.0191 2.0856 10.4301 0.496000 0.016800 0.023500 0.014800 150.776100 -1.0
452 3080.010000 2481.040000 2172.122300 1871.245400 1.5915 100.253300 0.124700 1.433700 -0.000600 0.008200 ... 0.08770 533.0191 2.0856 10.4301 0.497700 0.015200 0.023500 0.014800 150.776100 -1.0
453 2967.570000 2520.910000 2172.122300 1871.245400 1.5915 100.253300 0.124700 1.487300 0.000000 0.003100 ... 0.08770 533.0191 2.0856 10.4301 0.499700 0.012600 0.023500 0.014800 150.776100 -1.0
454 3007.380000 2474.970000 2170.966700 1600.385800 1.0430 104.975600 0.124900 1.439600 0.004300 0.006400 ... 0.14561 532.3800 1.9613 7.1400 0.494100 0.014200 0.023500 0.014800 150.776100 -1.0
455 3012.560000 2534.620000 2180.700000 1159.383800 1.0177 98.936700 0.122200 1.411000 -0.001600 0.012900 ... 0.14040 535.1664 2.0973 7.1900 0.497600 0.013800 0.026200 0.012300 47.142500 -1.0
456 2958.910000 2460.190000 2191.566700 1448.875700 0.9187 104.451100 0.126100 1.448200 -0.032100 0.004800 ... 0.14280 532.5227 1.9491 7.1800 0.499000 0.013900 0.005000 0.013800 72.023000 -1.0
457 2940.560000 2490.680000 2170.966700 1600.385800 1.0430 104.975600 0.124900 1.403500 0.002000 0.002700 ... 0.13460 534.3400 2.0440 9.1700 0.495400 0.011400 0.005000 0.013800 72.023000 -1.0
458 3021.450000 2611.980000 2200.955600 1016.675000 0.9218 97.920000 0.126500 1.544800 -0.016000 0.001600 ... 0.14561 533.3100 2.3610 9.1600 0.506500 0.014100 0.005000 0.013800 72.023000 -1.0
459 2996.660000 2501.030000 2235.055600 1302.660700 1.6347 109.985600 0.123000 1.545800 -0.010700 -0.004800 ... 0.13010 531.4773 2.3788 8.9500 0.505600 0.013700 0.023200 0.007100 30.458700 -1.0
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463 2961.360000 2362.090000 2163.588900 1448.386900 1.7014 104.833300 0.125600 1.468000 -0.033000 -0.002200 ... 0.09990 533.3109 2.2646 10.3700 0.503700 0.010600 0.015500 0.010100 64.882500 -1.0
464 3106.550000 2498.910000 2202.288900 1518.290500 0.9257 94.892200 0.121300 1.411600 -0.004100 0.002500 ... 0.12380 534.3600 2.3676 8.1000 0.504100 0.010800 0.015500 0.010100 64.882500 -1.0
465 3043.230000 2556.220000 2230.755500 1281.786200 1.0038 111.548900 0.123500 1.452600 -0.001300 -0.011500 ... 0.14561 534.5873 2.3512 9.0200 0.504500 0.011100 0.019300 0.012200 63.083800 -1.0
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467 3044.880000 2636.690000 2230.755500 1281.786200 1.0038 111.548900 0.123500 1.486800 -0.032500 0.000300 ... 0.08770 532.7609 1.9518 7.9901 0.498700 0.013800 0.019300 0.012200 63.083800 -1.0
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470 2929.840000 2504.500000 2183.311100 1588.509000 1.6269 102.846700 0.124800 1.554500 -0.037000 -0.000100 ... 0.14561 531.4127 2.1005 11.1100 0.498500 0.015000 0.019300 0.012200 63.083800 -1.0
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473 3038.930000 2498.910000 2219.133300 1167.920700 0.9002 97.937800 0.120300 1.414400 -0.006100 -0.007200 ... 0.14280 533.0927 2.4479 8.4600 0.503100 0.012700 0.018900 0.007200 37.892100 -1.0
474 3008.920000 2566.940000 2235.055600 1302.660700 1.6347 109.985600 0.123000 1.473800 -0.004500 0.001700 ... 0.14561 531.2018 2.0455 5.5500 0.499500 0.013800 0.018900 0.007200 37.892100 -1.0
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476 3046.930000 2459.210000 2179.077800 1820.061300 1.6746 99.330000 0.126100 1.463300 0.020400 -0.006600 ... 0.23320 533.9609 2.2365 7.5700 0.505000 0.008100 0.020800 0.028700 138.286100 -1.0
477 2957.630000 2558.810000 2230.755500 1281.786200 1.0038 111.548900 0.123500 1.444100 0.008600 -0.002700 ... 0.14561 533.4455 2.2724 9.2300 0.502700 0.011500 0.020800 0.028700 138.286100 -1.0
478 3023.340000 2493.120000 2208.233400 1517.015200 1.0980 110.190000 0.124700 1.448700 -0.014500 0.008300 ... 0.14561 532.5227 1.9491 7.1800 0.501500 0.012800 0.020800 0.028700 138.286100 -1.0
479 3042.780000 2377.890000 2173.455600 1433.673200 1.0304 110.542200 0.124500 1.496400 0.020400 0.013300 ... 0.08770 535.3327 2.0886 9.3700 0.496200 0.011400 0.020800 0.028700 138.286100 -1.0
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495 2973.550000 2536.480000 2235.055600 1302.660700 1.6347 109.985600 0.123000 1.496900 -0.009800 -0.013400 ... 0.13710 534.4918 2.3933 8.1800 0.501800 0.010300 0.025500 0.026000 102.165200 1.0
496 2964.740000 2480.510000 2163.588900 1448.386900 1.7014 104.833300 0.125600 1.454700 -0.010600 0.008800 ... 0.13220 535.3318 2.0870 7.7400 0.496200 0.018700 0.025500 0.026000 102.165200 -1.0
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498 2954.410000 2614.990000 2208.233400 1517.015200 1.0980 110.190000 0.124700 1.469900 0.008000 0.005800 ... 0.14561 529.7355 2.0133 8.8200 0.499000 0.023600 0.004800 0.022600 72.023000 -1.0
499 2997.270000 2619.880000 2148.622300 1288.415100 1.4990 107.912200 0.125400 1.456000 0.014200 -0.004100 ... 0.14561 532.4136 2.3575 10.3700 0.499400 0.015100 0.004800 0.022600 72.023000 -1.0
500 3069.020000 2474.370000 2151.200000 1089.595100 0.8860 100.562200 0.124700 1.419200 0.024700 -0.004100 ... 0.14561 529.3827 1.9833 8.3900 0.503800 0.015000 0.004800 0.022600 72.023000 -1.0
501 2987.720000 2550.520000 2180.700000 1159.383800 1.0177 98.936700 0.122200 1.420700 0.001600 -0.005600 ... 0.15390 533.6555 2.2472 8.0800 0.504200 0.009900 0.004800 0.022600 72.023000 -1.0
502 3057.060000 2445.540000 2183.311100 1588.509000 1.6269 102.846700 0.124800 1.490200 -0.001300 0.001700 ... 0.14561 531.3900 2.1855 9.8200 0.498500 0.012600 0.004800 0.022600 72.023000 -1.0
503 2976.400000 2534.910000 2185.333400 1780.414900 1.7632 93.984400 0.121500 1.471100 -0.010600 0.006500 ... 0.14561 536.8291 2.2289 7.0500 0.498200 0.018900 0.004800 0.022600 72.023000 -1.0
504 3120.810000 2349.270000 2126.655500 1015.077000 1.4381 102.473300 0.125500 1.518800 -0.010900 -0.000500 ... 0.23130 535.1664 2.0973 7.1900 0.497800 0.019300 0.004800 0.022600 72.023000 -1.0
505 2984.050000 2600.070000 2235.055600 1302.660700 1.6347 109.985600 0.123000 1.563400 -0.005900 -0.002900 ... 0.14561 532.3055 2.0377 8.2400 0.499500 0.010000 0.004800 0.022600 72.023000 -1.0
506 3071.290000 2561.990000 2219.133300 1167.920700 0.9002 97.937800 0.120300 1.469900 0.011200 -0.011200 ... 0.14561 536.1964 2.1583 7.2100 0.500200 0.017500 0.004800 0.022600 72.023000 -1.0
507 2965.670000 2606.000000 2155.633300 1070.043900 0.8024 101.433300 0.124100 1.416100 0.020900 -0.009500 ... 0.09930 536.8282 2.3113 6.8100 0.497600 0.013800 0.004800 0.022600 72.023000 -1.0
508 3003.820000 2527.250000 2163.588900 1448.386900 1.7014 104.833300 0.125600 1.524000 -0.001600 0.006100 ... 0.02520 538.8482 2.2732 7.0900 0.500700 0.016900 0.004800 0.022600 72.023000 1.0
509 2970.710000 2506.320000 2180.833300 1435.074700 1.5082 107.332200 0.126100 1.529900 -0.003700 -0.003700 ... 0.08770 533.1246 2.1672 9.4300 0.500100 0.014900 0.004800 0.022600 72.023000 -1.0
510 3060.070000 2498.910000 2219.133300 1167.920700 0.9002 97.937800 0.120300 1.446900 0.020800 -0.003200 ... 0.16440 532.3982 1.8366 8.6500 0.501100 0.010900 0.004800 0.022600 72.023000 -1.0
511 3108.240000 2662.700000 2183.344400 1111.449900 1.5548 97.531100 0.123600 1.509400 0.003900 0.005900 ... 0.16890 533.5409 2.0568 9.1100 0.499700 0.014000 0.004800 0.022600 72.023000 -1.0
512 3008.500000 2526.160000 2173.644400 1458.717600 0.8811 101.566700 0.125800 1.503200 0.026600 -0.008100 ... 0.14561 534.6782 2.3952 10.1800 0.492500 0.023200 0.027900 0.021700 77.751900 -1.0
513 3034.900000 2598.020000 2208.233400 1517.015200 1.0980 110.190000 0.124700 1.411900 -0.003100 0.011700 ... 0.14561 535.5236 2.0048 8.5800 0.505200 0.016800 0.027900 0.021700 77.751900 -1.0
514 2884.650000 2523.360000 2208.266700 1656.221000 0.9143 102.626700 0.124300 1.376100 0.010800 -0.001300 ... 0.11890 535.3318 2.0870 7.7400 0.498200 0.016200 0.027900 0.021700 77.751900 -1.0
515 3028.500000 2480.480000 2234.522200 1590.259700 1.7889 93.196700 0.118800 1.471000 0.015400 -0.003900 ... 0.14561 533.0191 2.0856 10.4301 0.499300 0.011100 0.027900 0.021700 77.751900 -1.0
516 2941.250000 2492.810000 2219.133300 1167.920700 0.9002 97.937800 0.120300 1.501500 -0.009700 0.013300 ... 0.11610 533.8791 1.9980 8.7400 0.499900 0.019900 0.027900 0.021700 77.751900 -1.0
517 2980.110000 2516.330000 2201.822200 1288.085700 1.6769 95.978900 0.120900 1.480500 -0.007300 0.002500 ... 0.04860 538.8482 2.2732 7.0900 0.495600 0.010400 0.033100 0.021000 63.261500 -1.0
518 3061.220000 2384.190000 2170.966700 1600.385800 1.0430 104.975600 0.124900 1.486700 -0.009100 0.000500 ... 0.14561 537.0373 2.0049 9.1400 0.492900 0.014500 0.033100 0.021000 63.261500 1.0
519 2933.270000 2473.540000 2183.311100 1588.509000 1.6269 102.846700 0.124800 1.397300 0.034800 -0.017000 ... 0.24290 534.7291 2.4644 8.8800 0.498800 0.014000 0.033100 0.021000 63.261500 -1.0
520 3011.840000 2533.760000 2180.700000 1159.383800 1.0177 98.936700 0.122200 1.546000 -0.014900 -0.002400 ... 0.10790 534.5173 2.1186 10.3000 0.503600 0.018200 0.033100 0.021000 63.261500 -1.0
521 2991.740000 2575.390000 2173.644400 1458.717600 0.8811 101.566700 0.125800 1.551400 -0.027500 -0.000100 ... 0.08770 539.0582 2.0084 5.4100 0.498100 0.018400 0.033100 0.021000 63.261500 -1.0
522 2960.220000 2502.250000 2183.311100 1588.509000 1.6269 102.846700 0.124800 1.570000 0.017800 -0.000200 ... 0.14561 535.1664 2.0973 7.1900 0.499400 0.010700 0.033100 0.021000 63.261500 -1.0
523 3078.790000 2498.910000 2167.200000 1108.945600 1.4869 94.260000 0.124900 1.587700 -0.004600 -0.001300 ... 0.14930 531.3473 2.0767 9.2100 0.502000 0.017400 0.037000 0.017800 48.060100 -1.0
524 2953.550000 2506.190000 2146.111100 1792.711500 1.6513 100.724400 0.124800 1.451000 0.004100 0.002100 ... 0.20870 532.3982 2.1059 8.6500 0.502000 0.010700 0.009100 0.008500 93.047600 -1.0
525 2994.560000 2505.350000 2234.522200 1590.259700 1.7889 93.196700 0.118800 1.575500 -0.000900 -0.002700 ... 0.04390 534.3400 2.0440 9.1700 0.504600 0.016200 0.021700 0.028200 130.123300 -1.0
526 2946.110000 2491.900000 2167.200000 1108.945600 1.4869 94.260000 0.124900 1.560200 -0.000600 -0.004400 ... 0.14561 531.4073 2.0161 8.0500 0.497200 0.017400 0.021700 0.028200 130.123300 -1.0
527 2987.430000 2508.220000 2200.955600 1180.282000 0.8465 100.797800 0.125700 1.527400 0.007500 0.004400 ... 0.16030 533.0809 2.0118 7.8400 0.499100 0.016100 0.022200 0.018200 81.947200 -1.0
528 3100.960000 2547.830000 2167.200000 1108.945600 1.4869 94.260000 0.124900 1.528800 -0.014400 -0.004600 ... 0.14561 533.4936 1.9555 8.2000 0.495400 0.010300 0.022200 0.018200 81.947200 -1.0
529 3047.280000 2498.910000 2235.055600 1302.660700 1.6347 109.985600 0.123000 1.461900 0.018900 -0.006000 ... 0.24550 534.6555 2.0338 6.9300 0.499800 0.013100 0.022200 0.018200 81.947200 -1.0
530 3076.810000 2498.910000 2208.233400 1517.015200 1.0980 110.190000 0.124700 1.435700 0.008900 0.005200 ... 0.26980 533.2291 2.2587 8.2800 0.501600 0.015200 0.046500 0.029900 64.240500 -1.0
531 2951.620000 2511.920000 2253.511100 1397.506000 0.9660 109.761100 0.121000 1.552700 0.011900 -0.008200 ... 0.14561 531.9209 2.2497 7.9900 0.495300 0.010500 -0.001200 0.025200 0.000000 -1.0
532 2930.420000 2505.170000 2235.055600 1302.660700 1.6347 109.985600 0.123000 1.458800 -0.014300 0.001700 ... 0.14561 537.4100 2.1437 5.1700 0.495800 0.011100 -0.001200 0.025200 0.000000 -1.0
533 2997.280000 2357.990000 2141.066700 1236.521200 0.9698 98.334400 0.123800 1.597300 -0.001300 0.000400 ... 0.14561 530.8673 2.3145 9.8500 0.496200 0.008600 -0.001200 0.025200 0.000000 -1.0
534 3025.100000 2475.180000 2235.055600 1302.660700 1.6347 109.985600 0.123000 1.552500 -0.007800 -0.000500 ... 0.14561 535.8409 2.2266 6.3700 0.498300 0.015900 -0.001200 0.025200 0.000000 -1.0
535 2992.150000 2538.050000 2162.844500 1312.319800 0.8286 100.363300 0.124200 1.450900 0.002800 -0.005900 ... 0.15930 535.0791 2.1879 8.1500 0.500800 0.011500 -0.001200 0.025200 0.000000 -1.0
536 3055.870000 2569.670000 2235.055600 1302.660700 1.6347 109.985600 0.123000 1.481000 0.019100 -0.002900 ... 0.16580 535.1218 1.9541 7.2400 0.496700 0.011000 -0.001200 0.025200 0.000000 -1.0
537 2971.230000 2626.130000 2183.344400 1111.449900 1.5548 97.531100 0.123600 1.390600 0.004700 -0.006900 ... 0.14561 532.3982 2.1612 8.6500 0.500800 0.015400 -0.001200 0.025200 0.000000 -1.0
538 3014.452896 2651.370000 2180.700000 1159.383800 1.0177 98.936700 0.122200 1.530100 -0.006300 0.003900 ... 0.14561 533.0000 2.3950 8.4200 0.505800 0.010400 -0.001200 0.025200 0.000000 -1.0
539 3028.530000 2480.420000 2220.477800 1531.698000 1.7751 107.685600 0.124900 1.549500 -0.018000 -0.021800 ... 0.14561 533.3336 2.0324 8.0900 0.501100 0.015300 -0.001200 0.025200 0.000000 -1.0
540 3072.670000 2487.080000 2202.288900 1518.290500 0.9257 94.892200 0.121300 1.565700 -0.007900 0.002800 ... 0.14561 533.2618 2.2691 10.5600 0.495400 0.013600 -0.001200 0.025200 0.000000 -1.0
541 3048.780000 2442.470000 2183.344400 1111.449900 1.5548 97.531100 0.123600 1.451100 -0.001800 0.001300 ... 0.14561 532.7309 1.8891 8.4000 0.496200 0.013800 -0.001200 0.025200 0.000000 -1.0
542 2962.790000 2560.690000 2155.633300 1070.043900 0.8024 101.433300 0.124100 1.539100 0.008600 -0.006300 ... 0.14561 532.7427 2.3382 9.1300 0.505600 0.018400 0.045100 0.008700 19.362100 -1.0
543 3085.350000 2503.860000 2201.822200 1288.085700 1.6769 95.978900 0.120900 1.516600 -0.008800 0.004900 ... 0.18700 532.3982 2.1186 8.6500 0.499900 0.013300 0.020500 0.018200 36.998000 -1.0
544 3037.820000 2436.390000 2167.200000 1108.945600 1.4869 94.260000 0.124900 1.530800 0.005500 -0.006200 ... 0.14561 532.5182 2.0621 8.8700 0.496900 0.013700 0.033400 0.018800 56.204100 -1.0
545 3089.530000 2498.910000 2242.855500 1430.727000 0.8832 106.210000 0.121600 1.521900 -0.002200 -0.000300 ... 0.08920 537.4627 2.1325 7.4800 0.500300 0.023300 0.033400 0.018800 56.204100 -1.0
546 3106.030000 2506.420000 2216.477800 1242.235000 0.8379 105.111100 0.123300 1.516800 -0.009700 0.000900 ... 0.16530 535.0918 2.0927 6.3600 0.502900 0.020600 0.018800 0.017200 91.396500 -1.0
547 3050.220000 2563.580000 2242.855500 1430.727000 0.8832 106.210000 0.121600 1.605300 -0.001700 -0.004900 ... 0.16260 533.7682 1.9722 5.6201 0.497100 0.012100 0.018800 0.017200 91.396500 -1.0
548 2929.600000 2564.910000 2216.477800 1242.235000 0.8379 105.111100 0.123300 1.519000 -0.005300 -0.012400 ... 0.10040 531.0854 2.0685 9.9300 0.495200 0.012000 0.035400 0.014600 41.322600 -1.0
549 3058.600000 2568.350000 2228.444400 1364.056300 0.8795 106.275600 0.121600 1.588600 -0.004400 0.009200 ... 0.08060 529.4909 2.0437 10.6600 0.492400 0.011100 0.035400 0.014600 41.322600 -1.0
550 2961.590000 2585.060000 2167.200000 1108.945600 1.4869 94.260000 0.124900 1.486300 -0.006400 -0.005900 ... 0.11410 534.1364 2.3033 9.1400 0.495300 0.017000 0.033500 0.012200 36.297000 -1.0
551 3158.880000 2462.640000 2216.477800 1242.235000 0.8379 105.111100 0.123300 1.479000 -0.004100 0.009500 ... 0.14561 533.1246 2.1672 9.4300 0.501100 0.017900 0.033500 0.012200 36.297000 -1.0
552 2945.190000 2456.560000 2216.477800 1242.235000 0.8379 105.111100 0.123300 1.552000 0.017500 0.002700 ... 0.11380 533.7700 2.0384 6.6600 0.496800 0.017800 0.033500 0.012200 36.297000 -1.0
553 3071.430000 2370.720000 2216.477800 1242.235000 0.8379 105.111100 0.123300 1.410300 -0.008900 0.006100 ... 0.14561 533.5727 2.1470 10.2100 0.499600 0.012700 0.033500 0.012200 36.297000 -1.0
554 3026.870000 2436.850000 2163.866700 1106.061800 1.6273 100.800000 0.125100 1.486200 0.001400 -0.005600 ... 0.14561 533.7791 1.6068 9.3100 0.504500 0.021200 0.033500 0.012200 36.297000 -1.0
555 2983.830000 2413.650000 2235.055600 1302.660700 1.6347 109.985600 0.123000 1.582800 0.009100 -0.004500 ... 0.14561 535.1664 2.0973 7.1900 0.500800 0.012700 0.033500 0.012200 36.297000 -1.0
556 2923.260000 2548.340000 2216.477800 1242.235000 0.8379 105.111100 0.123300 1.587000 -0.019100 0.006400 ... 0.14561 532.1109 2.0349 9.4900 0.495500 0.008800 0.033500 0.012200 36.297000 -1.0
557 2967.530000 2545.770000 2155.633300 1070.043900 0.8024 101.433300 0.124100 1.526700 0.022800 0.006800 ... 0.14561 532.3982 2.0367 8.6500 0.501900 0.012400 0.033500 0.012200 36.297000 -1.0
558 2996.160000 2449.260000 2180.700000 1159.383800 1.0177 98.936700 0.122200 1.461600 -0.010000 0.003700 ... 0.14561 536.2118 1.9617 9.6400 0.503300 0.013200 0.033500 0.012200 36.297000 -1.0
559 3072.990000 2471.620000 2126.655500 1015.077000 1.4381 102.473300 0.125500 1.500600 -0.032100 -0.008700 ... 0.16410 536.1500 1.9941 8.7800 0.505000 0.017400 0.033500 0.012200 36.297000 -1.0
560 3017.280000 2590.950000 2200.955600 1180.282000 0.8465 100.797800 0.125700 1.521100 0.020600 -0.015900 ... 0.14561 533.0327 2.0001 9.3000 0.501000 0.015700 0.016400 0.009300 56.705000 -1.0
561 3009.400000 2436.380000 2164.300000 1031.403200 1.3626 102.132200 0.124200 1.574000 -0.011600 -0.005100 ... 0.08770 532.5646 2.7395 13.3500 0.502000 0.019100 0.016400 0.009300 56.705000 -1.0
562 2979.950000 2518.440000 2164.300000 1031.403200 1.3626 102.132200 0.124200 1.489900 0.000500 0.005500 ... 0.10410 532.5646 2.7395 13.3500 0.504200 0.014100 0.026700 0.013400 50.053000 -1.0
563 2978.670000 2559.320000 2253.511100 1397.506000 0.9660 109.761100 0.121000 1.564300 0.026300 -0.002100 ... 0.14561 532.6046 2.1100 9.9200 0.498500 0.015500 0.018400 0.012700 68.705700 -1.0
564 3108.500000 2498.910000 2162.844500 1312.319800 0.8286 100.363300 0.124200 1.370100 -0.008100 0.001300 ... 0.14561 529.8882 1.9955 8.8800 0.502200 0.010500 0.018400 0.012700 68.705700 -1.0
565 3064.810000 2538.430000 2167.200000 1108.945600 1.4869 94.260000 0.124900 1.486600 0.001800 -0.001800 ... 0.16160 531.4073 2.0161 8.0500 0.499900 0.013800 0.018400 0.012700 68.705700 -1.0
566 3023.070000 2484.550000 2242.855500 1430.727000 0.8832 106.210000 0.121600 1.561300 -0.002800 0.000800 ... 0.14561 533.5555 2.0417 6.0800 0.497900 0.016500 0.018400 0.012700 68.705700 -1.0
567 3032.980000 2403.470000 2180.700000 1159.383800 1.0177 98.936700 0.122200 1.423400 -0.002000 0.002700 ... 0.14561 534.7282 1.6257 7.0000 0.503600 0.013600 0.034800 0.016000 45.964100 -1.0
568 2972.120000 2571.210000 2167.200000 1108.945600 1.4869 94.260000 0.124900 1.560700 0.013800 0.003900 ... 0.08770 532.8245 1.9063 10.0099 0.494800 0.012900 0.034800 0.016000 45.964100 -1.0
569 3041.890000 2458.120000 2242.855500 1430.727000 0.8832 106.210000 0.121600 1.433000 -0.001300 0.016700 ... 0.14561 531.6773 1.9737 7.5800 0.496900 0.011600 0.014200 0.010200 71.778000 -1.0
570 3006.390000 2496.550000 2220.477800 1531.698000 1.7751 107.685600 0.124900 1.562400 -0.015900 0.001300 ... 0.14561 531.8827 2.0572 8.3100 0.503100 0.022000 0.014200 0.010200 71.778000 -1.0
571 2976.750000 2508.100000 2242.855500 1430.727000 0.8832 106.210000 0.121600 1.441300 -0.020600 0.015100 ... 0.08770 534.0555 2.0153 8.5800 0.496600 0.009700 0.014200 0.010200 71.778000 -1.0
572 3009.650000 2515.970000 2216.477800 1242.235000 0.8379 105.111100 0.123300 1.599600 -0.009500 -0.007200 ... 0.09900 534.3355 2.2662 9.0300 0.502900 0.019800 0.014200 0.010200 71.778000 -1.0
573 3052.160000 2576.190000 2141.066700 1236.521200 0.9698 98.334400 0.123800 1.492200 0.019500 0.000300 ... 0.12940 536.4800 1.9240 8.9800 0.499100 0.012100 0.014200 0.010200 71.778000 -1.0
574 3033.910000 2607.330000 2164.300000 1031.403200 1.3626 102.132200 0.124200 1.583500 -0.023600 0.004400 ... 0.08770 532.5646 2.7395 13.3500 0.500900 0.014200 0.027700 0.011800 42.729400 -1.0
575 2922.650000 2560.920000 2201.822200 1288.085700 1.6769 95.978900 0.120900 1.483800 0.000000 -0.007400 ... 0.14561 536.6973 1.5839 8.1400 0.503900 0.010400 0.027700 0.011800 42.729400 -1.0
576 2990.720000 2425.460000 2155.633300 1070.043900 0.8024 101.433300 0.124100 1.475600 0.012500 -0.009600 ... 0.14100 534.7200 2.3705 7.0400 0.508800 0.013800 0.018200 0.013900 76.609400 1.0
577 2973.530000 2532.810000 2228.444400 1364.056300 0.8795 106.275600 0.121600 1.573100 0.007600 0.004000 ... 0.08770 531.2927 1.9943 11.3300 0.502300 0.015600 0.018200 0.013900 76.609400 -1.0
578 2898.080000 2573.360000 2159.055600 1084.377900 0.8184 100.705600 0.124900 1.498100 0.002200 -0.002000 ... 0.14561 531.1664 2.0013 11.1700 0.496300 0.015000 0.018200 0.013900 76.609400 -1.0
579 3042.360000 2493.850000 2200.955600 1180.282000 0.8465 100.797800 0.125700 1.372500 0.033500 0.000100 ... 0.13670 531.5855 2.3460 9.0100 0.497000 0.014300 0.018200 0.013900 76.609400 -1.0
580 2977.460000 2497.090000 2183.344400 1111.449900 1.5548 97.531100 0.123600 1.397600 -0.002200 -0.006400 ... 0.07620 533.3591 2.3759 9.7500 0.499900 0.010000 0.033200 0.021600 65.104300 -1.0
581 2994.640000 2666.040000 2159.055600 1084.377900 0.8184 100.705600 0.124900 1.426800 0.012700 -0.000500 ... 0.20480 532.4464 2.3405 9.2700 0.506000 0.019500 0.033200 0.021600 65.104300 -1.0
582 2984.680000 2497.490000 2179.077800 1820.061300 1.6746 99.330000 0.126100 1.479400 0.004200 0.008900 ... 0.15980 533.3945 2.3192 8.1900 0.500600 0.015200 0.033200 0.021600 65.104300 -1.0
583 2949.820000 2497.560000 2173.455600 1433.673200 1.0304 110.542200 0.124500 1.403100 0.002700 0.001700 ... 0.08260 535.8155 2.3326 7.5800 0.496100 0.018500 0.033200 0.021600 65.104300 1.0
584 2968.780000 2501.480000 2171.822200 1010.066200 0.8599 103.635600 0.123700 1.541500 0.005500 -0.020800 ... 0.09510 538.5400 2.0768 5.3000 0.496800 0.009600 0.035300 0.029800 84.345400 -1.0
585 3093.750000 2440.820000 2160.600000 1124.582100 1.5257 98.712200 0.124600 1.585900 0.028600 -0.003500 ... 0.08770 532.5646 2.7395 13.3500 0.498200 0.012500 0.035300 0.029800 84.345400 -1.0
586 2973.880000 2449.170000 2159.055600 1084.377900 0.8184 100.705600 0.124900 1.507100 -0.008500 -0.006800 ... 0.14561 534.2982 1.9700 5.7900 0.495400 0.009600 0.035300 0.029800 84.345400 -1.0
587 2984.300000 2481.200000 2238.455600 1256.518600 1.3404 103.258900 0.122200 1.477300 0.002800 0.010100 ... 0.09170 534.0555 2.0153 8.5800 0.493600 0.022300 0.019200 0.016700 86.968100 -1.0
588 2931.260000 2527.770000 2242.855500 1430.727000 0.8832 106.210000 0.121600 1.547000 -0.002100 0.003000 ... 0.12750 534.6764 2.0007 8.0900 0.492600 0.014400 0.025600 0.018900 73.865700 -1.0
589 2978.180000 2484.780000 2159.055600 1084.377900 0.8184 100.705600 0.124900 1.466100 -0.005700 0.003600 ... 0.14561 534.6764 2.0007 8.0900 0.500300 0.021400 0.025600 0.018900 73.865700 -1.0
590 2890.670000 2574.320000 2159.055600 1084.377900 0.8184 100.705600 0.124900 1.515700 -0.015800 0.000800 ... 0.15200 532.9764 2.3909 10.9800 0.500200 0.017300 0.025600 0.018900 73.865700 -1.0
591 2971.430000 2568.930000 2167.200000 1108.945600 1.4869 94.260000 0.124900 1.505500 0.035400 -0.003200 ... 0.09330 531.4073 2.0161 8.0500 0.500600 0.010600 0.025600 0.018900 73.865700 -1.0
592 3022.020000 2498.910000 2159.055600 1084.377900 0.8184 100.705600 0.124900 1.452700 0.000000 -0.005500 ... 0.13090 536.0000 2.0571 7.9100 0.498500 0.023300 0.025600 0.018900 73.865700 -1.0
593 2941.230000 2505.380000 2160.600000 1124.582100 1.5257 98.712200 0.124600 1.471300 -0.001300 0.001100 ... 0.08770 532.5336 2.2723 8.0000 0.500400 0.017900 0.025600 0.018900 73.865700 -1.0
594 3042.700000 2355.110000 2242.855500 1430.727000 0.8832 106.210000 0.121600 1.481700 0.003000 0.004900 ... 0.14561 531.4073 2.0161 8.0500 0.493700 0.015300 0.025600 0.018900 73.865700 -1.0
595 3036.340000 2468.910000 2179.077800 1820.061300 1.6746 99.330000 0.126100 1.518600 0.017100 0.004300 ... 0.07090 532.7527 2.4554 8.6900 0.500400 0.015100 0.025600 0.018900 73.865700 -1.0
596 3045.380000 2513.260000 2200.955600 1180.282000 0.8465 100.797800 0.125700 1.430900 -0.001300 -0.018600 ... 0.16180 536.0573 1.8813 8.4200 0.501100 0.015700 0.025600 0.018900 73.865700 -1.0
597 2907.520000 2547.130000 2159.055600 1084.377900 0.8184 100.705600 0.124900 1.404300 0.006900 -0.004100 ... 0.14561 531.4073 2.0161 8.0500 0.500500 0.015500 0.025600 0.018900 73.865700 -1.0
598 3033.290000 2508.860000 2200.955600 1180.282000 0.8465 100.797800 0.125700 1.470800 0.012100 -0.015500 ... 0.16540 533.9782 2.3725 7.7900 0.504100 0.008200 0.025600 0.018900 73.865700 -1.0
599 2895.710000 2573.590000 2173.644400 1458.717600 0.8811 101.566700 0.125800 1.547700 0.019700 0.005700 ... 0.08770 535.0918 2.0927 6.3600 0.501800 0.010100 0.025600 0.018900 73.865700 -1.0
600 2960.540000 2508.090000 2164.300000 1031.403200 1.3626 102.132200 0.124200 1.369800 0.014100 0.004000 ... 0.14561 533.5309 1.9940 8.0100 0.501800 0.013800 0.022500 0.019300 85.717500 -1.0
601 3040.100000 2369.950000 2201.822200 1288.085700 1.6769 95.978900 0.120900 1.454200 -0.000200 -0.000700 ... 0.14561 529.7309 2.2346 7.5200 0.500300 0.010100 0.022500 0.019300 85.717500 1.0
602 2974.200000 2449.160000 2231.488900 1275.302100 1.6787 94.125600 0.119300 1.486800 -0.008900 0.014200 ... 0.14561 538.0664 2.1359 8.2300 0.493600 0.015000 0.022500 0.019300 85.717500 -1.0
603 3114.920000 2574.480000 2200.066600 1012.674700 1.3954 103.064400 0.121200 1.420700 0.010100 0.000400 ... 0.14561 528.7891 2.0351 11.1500 0.504300 0.012800 0.019900 0.015900 79.775200 -1.0
604 2937.630000 2499.720000 2200.066600 1012.674700 1.3954 103.064400 0.121200 1.394600 -0.001900 0.009400 ... 0.14561 533.1082 2.1742 9.6500 0.501200 0.014600 0.019900 0.015900 79.775200 -1.0
605 2943.900000 2436.650000 2173.455600 1433.673200 1.0304 110.542200 0.124500 1.445400 0.004600 0.010100 ... 0.12820 532.2382 1.7897 10.5100 0.504900 0.014500 0.019900 0.015900 79.775200 1.0
606 2985.380000 2542.340000 2200.066600 1012.674700 1.3954 103.064400 0.121200 1.479100 -0.011700 -0.005300 ... 0.12380 535.1145 2.1058 8.9000 0.502900 0.015200 0.019900 0.015900 79.775200 -1.0
607 3032.070000 2477.720000 2172.400000 1148.410100 1.2614 102.452200 0.122700 1.444400 -0.001400 0.000100 ... 0.14561 532.0600 2.1892 7.8800 0.502700 0.013800 0.019900 0.015900 79.775200 -1.0
608 3065.450000 2498.910000 2200.066600 1012.674700 1.3954 103.064400 0.121200 1.452200 -0.009900 -0.002000 ... 0.15630 532.9918 2.0121 9.2599 0.498200 0.019400 0.025200 0.015700 62.388100 -1.0
609 2966.940000 2509.220000 2200.955600 1016.675000 0.9218 97.920000 0.126500 1.420900 -0.026200 0.001800 ... 0.08390 532.7609 1.9518 7.9901 0.499500 0.015400 0.025200 0.015700 62.388100 -1.0
610 3010.400000 2495.850231 2172.400000 1148.410100 1.2614 102.452200 0.122700 1.384300 -0.001000 -0.000400 ... 0.14561 533.0873 2.0606 8.6700 0.501500 0.013700 0.025200 0.015700 62.388100 -1.0
611 2967.540000 2573.090000 2160.600000 1124.582100 1.5257 98.712200 0.124600 1.475000 0.024800 -0.009700 ... 0.17940 531.0854 2.0685 9.9300 0.497300 0.012900 0.025200 0.015700 62.388100 -1.0
612 2891.170000 2480.110000 2171.855600 940.991700 1.2906 103.473300 0.123400 1.533400 0.009800 0.001000 ... 0.14460 531.4291 2.1392 9.3200 0.500200 0.013800 0.025200 0.015700 62.388100 -1.0
613 2992.610000 2541.130000 2171.855600 940.991700 1.2906 103.473300 0.123400 1.437300 -0.002700 0.003400 ... 0.13540 530.0355 2.0373 7.8500 0.502200 0.019300 0.025200 0.015700 62.388100 -1.0
614 2924.960000 2564.290000 2171.855600 940.991700 1.2906 103.473300 0.123400 1.394900 0.008400 -0.003100 ... 0.14561 533.4727 2.0774 10.6300 0.502700 0.015400 0.025200 0.015700 62.388100 -1.0
615 2956.180000 2435.990000 2171.855600 940.991700 1.2906 103.473300 0.123400 1.463500 0.010100 -0.007500 ... 0.14561 529.1382 2.1146 8.8300 0.498300 0.010000 0.019200 0.007700 40.253600 -1.0
616 3020.400000 2498.910000 2171.855600 940.991700 1.2906 103.473300 0.123400 1.522700 0.008800 -0.016400 ... 0.15220 534.9636 2.1236 7.5400 0.497700 0.013600 0.019200 0.007700 40.253600 -1.0
617 3059.010000 2641.110000 2171.855600 940.991700 1.2906 103.473300 0.123400 1.440200 0.003500 -0.000100 ... 0.14561 530.8864 2.0458 8.4600 0.498100 0.010200 0.019200 0.007700 40.253600 -1.0
618 2993.110000 2498.910000 2171.855600 940.991700 1.2906 103.473300 0.123400 1.470100 -0.018100 -0.001000 ... 0.14580 533.5636 2.0273 7.3300 0.495900 0.012600 0.022700 0.014900 65.483100 -1.0
619 2987.750000 2574.530000 2183.500000 1099.002700 1.3593 104.415600 0.122000 1.447000 -0.009300 -0.000900 ... 0.14561 534.9282 2.0004 8.1700 0.498000 0.011800 0.022700 0.014900 65.483100 -1.0
620 3004.710000 2329.660000 2217.866700 1275.091700 1.5487 105.293300 0.123000 1.425600 -0.012500 0.003100 ... 0.14561 532.3982 2.0217 8.6500 0.498200 0.012000 0.022700 0.014900 65.483100 -1.0
621 2931.400000 2573.210000 2171.855600 940.991700 1.2906 103.473300 0.123400 1.400200 0.015300 0.006500 ... 0.14561 532.8618 1.9972 9.0600 0.505100 0.008600 0.022700 0.014900 65.483100 -1.0
622 3108.560000 2468.650000 2201.066700 880.231700 1.4148 106.547800 0.121100 1.438500 -0.017100 0.007000 ... 0.08770 532.2100 2.2089 8.2200 0.503500 0.013800 0.022700 0.014900 65.483100 -1.0
623 3071.800000 2517.650000 2200.066600 1012.674700 1.3954 103.064400 0.121200 1.394900 0.006500 -0.001800 ... 0.08770 533.4755 2.1902 9.0800 0.501500 0.012700 0.022700 0.014900 65.483100 -1.0
624 2989.440000 2487.660000 2201.066700 880.231700 1.4148 106.547800 0.121100 1.530100 -0.002300 0.002000 ... 0.20200 538.5400 2.0768 5.3000 0.493300 0.012600 0.022700 0.014900 65.483100 -1.0
625 2996.890000 2492.400000 2217.866700 1275.091700 1.5487 105.293300 0.123000 1.545500 -0.014000 -0.003900 ... 0.08770 531.3891 2.0882 8.0800 0.507100 0.012300 0.022700 0.014900 65.483100 -1.0
626 2990.850000 2485.990000 2167.944400 861.804100 1.4140 106.603300 0.124300 1.464700 -0.021200 0.000900 ... 0.09160 535.4364 2.0862 6.2300 0.501500 0.013000 0.022700 0.014900 65.483100 -1.0
627 3059.430000 2473.550000 2214.933300 1663.702400 1.0203 100.445600 0.124700 1.426200 -0.020900 0.002000 ... 0.22620 531.4073 2.0161 8.0500 0.497300 0.007300 0.030000 0.032600 108.607600 -1.0
628 3024.540000 2420.250000 2167.944400 861.804100 1.4140 106.603300 0.124300 1.484900 -0.007200 -0.003300 ... 0.17340 533.7309 2.1724 8.3500 0.500600 0.006800 0.030000 0.032600 108.607600 -1.0
629 3069.440000 2459.500000 2183.500000 1099.002700 1.3593 104.415600 0.122000 1.554900 -0.013000 0.007400 ... 0.14561 531.2355 2.0715 9.7200 0.501400 0.009000 0.030000 0.032600 108.607600 -1.0
630 2989.370000 2584.750000 2167.944400 861.804100 1.4140 106.603300 0.124300 1.509700 -0.002300 0.004500 ... 0.09990 539.2554 1.6494 5.2200 0.503300 0.020900 0.030000 0.032600 108.607600 -1.0
631 3147.740000 2498.910000 2171.855600 940.991700 1.2906 103.473300 0.123400 1.486700 0.001400 0.009200 ... 0.10640 535.2109 2.0871 7.4500 0.498800 0.013800 0.030000 0.032600 108.607600 -1.0
632 3031.650000 2565.470000 2184.888900 905.150100 1.3378 106.690000 0.122600 1.481900 -0.015300 0.012900 ... 0.08770 533.6900 2.0464 8.8900 0.498200 0.013000 0.030000 0.032600 108.607600 -1.0
633 3007.850000 2498.910000 2217.866700 1275.091700 1.5487 105.293300 0.123000 1.446400 -0.008100 -0.003700 ... 0.14561 532.9591 2.0687 7.1700 0.507100 0.014100 0.021000 0.010700 50.791200 -1.0
634 2990.760000 2449.250000 2172.966700 1058.206100 0.8433 104.718900 0.123200 1.342100 -0.028300 0.008400 ... 0.11890 535.2009 1.6920 8.9000 0.493100 0.013800 0.032800 0.023500 71.533300 1.0
635 3017.530000 2524.090000 2201.066700 880.231700 1.4148 106.547800 0.121100 1.372000 -0.000500 0.005200 ... 0.14561 534.1891 2.0627 7.7200 0.499800 0.009700 0.032800 0.023500 71.533300 -1.0
636 2980.530000 2498.910000 2167.944400 861.804100 1.4140 106.603300 0.124300 1.578200 -0.009200 0.005400 ... 0.14561 535.8736 1.5932 8.8500 0.502900 0.018600 0.032800 0.023500 71.533300 -1.0
637 2925.340000 2521.850000 2184.888900 905.150100 1.3378 106.690000 0.122600 1.487200 -0.006500 0.006600 ... 0.20200 536.4400 2.0978 6.7800 0.498000 0.013000 0.032800 0.023500 71.533300 -1.0
638 3048.420000 2498.910000 2167.944400 861.804100 1.4140 106.603300 0.124300 1.444900 -0.009900 0.003700 ... 0.17330 536.6582 2.1390 5.9300 0.498900 0.009100 0.032800 0.023500 71.533300 -1.0
639 2998.180000 2615.960000 2171.322200 966.575500 0.8066 107.170000 0.124200 1.551600 -0.017900 0.003600 ... 0.11550 533.9782 2.3449 6.0000 0.498800 0.017800 0.011100 0.029400 72.023000 -1.0
640 3032.450000 2455.320000 2172.400000 1148.410100 1.2614 102.452200 0.122700 1.426600 -0.014600 -0.002300 ... 0.14561 532.5291 2.0436 6.8100 0.500700 0.013500 0.011100 0.029400 72.023000 -1.0
641 2986.500000 2497.130000 2236.066700 1680.182500 1.4834 98.688900 0.122100 1.545600 -0.020800 0.016800 ... 0.21170 533.1246 2.1672 9.4300 0.495700 0.015100 0.010600 0.027700 72.023000 -1.0
642 2939.600000 2541.120000 2233.155600 1434.998300 1.5188 102.661100 0.123500 1.357500 -0.025200 -0.002800 ... 0.14561 535.9100 2.0366 7.3800 0.497400 0.011400 0.010600 0.027700 72.023000 -1.0
643 3041.230000 2487.830000 2183.500000 1099.002700 1.3593 104.415600 0.122000 1.528300 -0.002700 0.009500 ... 0.11320 529.3191 2.0905 11.2500 0.504300 0.015500 0.010600 0.027700 72.023000 -1.0
644 3072.210000 2610.620000 2214.933300 1663.702400 1.0203 100.445600 0.124700 1.440300 -0.016900 0.021300 ... 0.12280 537.1036 1.9971 7.0000 0.504400 0.013900 0.021100 0.010600 50.065000 -1.0
645 3017.870000 2467.400000 2217.866700 1275.091700 1.5487 105.293300 0.123000 1.467000 -0.008800 -0.001000 ... 0.21740 533.0691 1.9841 8.4900 0.501800 0.010100 0.021100 0.010600 50.065000 -1.0
646 3119.970000 2373.030000 2184.888900 905.150100 1.3378 106.690000 0.122600 1.398400 -0.010800 0.010000 ... 0.22360 534.8727 2.3094 6.1600 0.498300 0.010300 0.021100 0.010600 50.065000 -1.0
647 3011.840000 2614.540000 2171.322200 966.575500 0.8066 107.170000 0.124200 1.516600 -0.011800 -0.006000 ... 0.12720 530.5964 2.0289 12.0600 0.503400 0.013000 0.021100 0.010600 50.065000 -1.0
648 3068.560000 2363.520000 2171.322200 966.575500 0.8066 107.170000 0.124200 1.531600 -0.021400 -0.007300 ... 0.16040 531.0918 2.0267 10.6300 0.503600 0.015200 0.021100 0.010600 50.065000 -1.0
649 3022.040000 2482.880000 2214.933300 1663.702400 1.0203 100.445600 0.124700 1.495500 -0.022200 0.013200 ... 0.14561 534.8518 2.1990 8.5200 0.500500 0.016900 0.015200 0.011500 75.270000 -1.0
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651 2978.620000 2478.810000 2236.066700 1680.182500 1.4834 98.688900 0.122100 1.414900 -0.004500 0.008500 ... 0.14561 532.5764 2.0424 11.1000 0.499300 0.012100 0.029700 0.011500 38.710600 -1.0
652 2938.270000 2447.280000 2201.066700 880.231700 1.4148 106.547800 0.121100 1.482900 -0.007200 0.011400 ... 0.11070 531.0854 2.0685 9.9300 0.494100 0.009700 0.047700 0.014800 92.760500 -1.0
653 2976.240000 2411.420000 2233.155600 1434.998300 1.5188 102.661100 0.123500 1.378500 -0.002600 0.005500 ... 0.03060 535.4364 2.0862 6.2300 0.499100 0.013400 0.047700 0.014800 92.760500 -1.0
654 2993.040000 2504.660000 2229.333300 1553.315800 1.5123 102.780000 0.123500 1.447900 0.007300 0.008300 ... 0.10690 534.1318 2.0039 8.2900 0.498400 0.016100 0.014000 0.011200 80.466300 -1.0
655 3083.330000 2440.210000 2171.855600 940.991700 1.2906 103.473300 0.123400 1.482100 -0.017100 0.007300 ... 0.08770 533.0691 1.9841 8.4900 0.500000 0.013100 0.014000 0.011200 80.466300 -1.0
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657 3049.800000 2512.790000 2165.866600 847.797600 1.4274 108.658900 0.123600 1.586900 -0.034400 -0.001900 ... 0.14600 532.0036 2.0531 8.1400 0.495300 0.015600 0.014000 0.011200 80.466300 -1.0
658 3034.550000 2473.390000 2233.155600 1434.998300 1.5188 102.661100 0.123500 1.401200 -0.011200 0.002900 ... 0.14561 534.6764 2.0007 8.0900 0.506000 0.013400 0.014000 0.011200 80.466300 -1.0
659 3068.380000 2515.320000 2165.866600 847.797600 1.4274 108.658900 0.123600 1.447300 -0.020700 0.019600 ... 0.14561 532.2100 2.2089 8.2200 0.500600 0.014900 0.014000 0.011200 80.466300 -1.0
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663 3011.840000 2604.990000 2167.944400 861.804100 1.4140 106.603300 0.124300 1.385700 -0.002700 0.003100 ... 0.14561 536.0336 2.2003 7.3900 0.501600 0.015500 0.026300 0.011700 44.368600 -1.0
664 2979.450000 2546.780000 2217.811100 1744.777100 0.9618 100.178900 0.121800 1.478600 -0.017900 0.008500 ... 0.09300 538.9091 2.0618 5.4100 0.504000 0.011500 0.026300 0.011700 44.368600 -1.0
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666 3080.570000 2428.250000 2217.866700 1275.091700 1.5487 105.293300 0.123000 1.497500 -0.024800 0.013500 ... 0.20340 532.5336 2.2723 8.0000 0.497300 0.019100 0.026300 0.011700 44.368600 -1.0
667 2938.110000 2471.740000 2233.155600 1434.998300 1.5188 102.661100 0.123500 1.489000 -0.005800 -0.002600 ... 0.09050 538.9091 2.0618 5.4100 0.500600 0.021600 0.026300 0.011700 44.368600 -1.0
668 3073.570000 2419.180000 2171.322200 966.575500 0.8066 107.170000 0.124200 1.509500 -0.027200 -0.004400 ... 0.15020 532.4936 2.1201 8.0200 0.497700 0.013700 0.026300 0.011700 44.368600 -1.0
669 3057.310000 2481.530000 2214.933300 1663.702400 1.0203 100.445600 0.124700 1.483000 -0.032800 0.004800 ... 0.13650 530.7118 2.0223 9.2900 0.503700 0.017500 0.026300 0.011700 44.368600 -1.0
670 2979.860000 2545.480000 2229.333300 1553.315800 1.5123 102.780000 0.123500 1.522700 -0.020700 0.019200 ... 0.14561 535.4364 2.0862 6.2300 0.499200 0.012800 0.026300 0.011700 44.368600 -1.0
671 3113.130000 2459.140000 2159.055600 1084.377900 0.8184 100.705600 0.124900 1.454800 0.008600 0.006100 ... 0.14561 532.6964 2.0363 9.3200 0.492400 0.012400 0.026300 0.011700 44.368600 -1.0
672 3094.950000 2505.700000 2201.066700 880.231700 1.4148 106.547800 0.121100 1.527700 -0.023900 0.014900 ... 0.08770 532.5646 2.7395 13.3500 0.501500 0.013800 0.010600 0.021200 200.181600 -1.0
673 2978.890000 2523.930000 2217.811100 1744.777100 0.9618 100.178900 0.121800 1.461100 -0.008800 0.012100 ... 0.21040 536.7600 2.1073 6.8300 0.501000 0.014600 0.010600 0.021200 200.181600 -1.0
674 3005.610000 2393.560000 2214.933300 1663.702400 1.0203 100.445600 0.124700 1.389800 -0.022900 0.019100 ... 0.08130 537.1036 1.9971 7.0000 0.501000 0.014200 0.010600 0.021200 200.181600 -1.0
675 2965.500000 2366.360000 2184.888900 905.150100 1.3378 106.690000 0.122600 1.442900 -0.029300 0.001300 ... 0.02260 535.4364 2.0862 6.2300 0.500000 0.012800 0.010600 0.021200 200.181600 -1.0
676 2933.050000 2514.760000 2229.333300 1553.315800 1.5123 102.780000 0.123500 1.425200 -0.022100 0.004600 ... 0.14561 533.6900 2.0464 8.8900 0.497900 0.012500 0.010600 0.021200 200.181600 -1.0
677 2970.250000 2432.020000 2233.155600 1434.998300 1.5188 102.661100 0.123500 1.480500 0.020300 -0.017800 ... 0.14561 534.0618 2.1214 7.9400 0.502000 0.016700 0.027400 0.007200 26.143000 -1.0
678 3005.800000 2498.910000 2233.155600 1434.998300 1.5188 102.661100 0.123500 1.509200 -0.013300 -0.001400 ... 0.06660 530.9555 2.1422 8.2100 0.500600 0.009700 0.027400 0.007200 26.143000 -1.0
679 3015.130000 2605.970000 2233.155600 1434.998300 1.5188 102.661100 0.123500 1.372500 -0.015200 0.016900 ... 0.14561 532.3982 2.3371 8.6500 0.502800 0.016400 0.027400 0.007200 26.143000 -1.0
680 3110.230000 2397.920000 2184.888900 905.150100 1.3378 106.690000 0.122600 1.434900 0.006200 0.008400 ... 0.14561 532.4227 2.2358 8.1000 0.493400 0.012600 0.027400 0.007200 26.143000 -1.0
681 3018.340000 2556.620000 2217.811100 1744.777100 0.9618 100.178900 0.121800 1.467100 -0.014000 0.014200 ... 0.07650 539.2554 1.6494 5.2200 0.497500 0.014800 0.027400 0.007200 26.143000 -1.0
682 3067.950000 2461.410000 2233.155600 1434.998300 1.5188 102.661100 0.123500 1.518200 -0.016300 0.003400 ... 0.14561 535.2718 1.6985 7.3600 0.500800 0.014700 0.027400 0.007200 26.143000 -1.0
683 3046.220000 2498.910000 2171.322200 966.575500 0.8066 107.170000 0.124200 1.370000 -0.023400 -0.004300 ... 0.14561 536.1436 2.2328 7.1500 0.502200 0.010400 0.027400 0.007200 26.143000 -1.0
684 2960.650000 2442.710000 2159.055600 1084.377900 0.8184 100.705600 0.124900 1.462300 0.003000 -0.001700 ... 0.14561 535.4846 2.1608 7.4300 0.496200 0.012300 0.027400 0.007200 26.143000 -1.0
685 3165.510000 2380.330000 2215.388900 1779.189200 0.8552 101.217800 0.122600 1.434100 -0.010100 -0.007200 ... 0.14561 529.5782 2.0500 11.3000 0.498200 0.016100 0.027400 0.007200 26.143000 -1.0
686 3024.240000 2446.060000 2165.866600 847.797600 1.4274 108.658900 0.123600 1.503400 0.008300 -0.000200 ... 0.14561 529.3191 2.0905 11.2500 0.502600 0.012100 0.032600 0.007800 23.962900 -1.0
687 3011.840000 2451.120000 2215.388900 1779.189200 0.8552 101.217800 0.122600 1.529100 -0.011000 -0.009400 ... 0.14561 534.3236 1.9533 9.1000 0.496500 0.010800 0.032600 0.007800 23.962900 -1.0
688 2951.670000 2521.410000 2165.866600 847.797600 1.4274 108.658900 0.123600 1.363600 -0.023600 -0.012100 ... 0.12500 533.7836 2.0600 8.7800 0.499400 0.018200 0.032600 0.007800 23.962900 -1.0
689 3025.810000 2498.910000 2179.200000 875.753800 1.2708 106.960000 0.121300 1.424300 0.007600 -0.005800 ... 0.14561 532.1318 2.3355 9.3701 0.498400 0.011600 0.015400 0.011300 73.641100 -1.0
690 2917.170000 2379.310000 2215.388900 1779.189200 0.8552 101.217800 0.122600 1.464300 0.004700 0.003900 ... 0.08770 532.2100 2.2089 8.2200 0.504000 0.009100 0.015400 0.011300 73.641100 -1.0
691 3122.430000 2541.550000 2233.155600 1434.998300 1.5188 102.661100 0.123500 1.485300 -0.018600 -0.006900 ... 0.15470 532.7591 2.1800 8.9800 0.501300 0.009500 0.015400 0.011300 73.641100 -1.0
692 2960.040000 2498.910000 2215.388900 1779.189200 0.8552 101.217800 0.122600 1.464400 0.004900 -0.002000 ... 0.21390 530.7909 2.0698 10.5500 0.500400 0.011900 0.015400 0.011300 73.641100 -1.0
693 2991.620000 2540.360000 2172.277800 1085.323200 0.7955 105.763300 0.122100 1.460100 0.004700 -0.007200 ... 0.17730 537.1036 1.9971 7.0000 0.503300 0.012200 0.012300 0.012900 104.751900 -1.0
694 3011.840000 2498.910000 2184.888900 905.150100 1.3378 106.690000 0.122600 1.509900 -0.013500 0.003500 ... 0.08770 532.5646 2.7395 13.3500 0.504300 0.021400 0.012300 0.012900 104.751900 -1.0
695 2965.520000 2539.470000 2201.066700 880.231700 1.4148 106.547800 0.121100 1.413000 -0.016700 0.022400 ... 0.18630 531.4073 2.0161 8.0500 0.503200 0.011200 0.012300 0.012900 104.751900 -1.0
696 3046.630000 2440.050000 2214.933300 1663.702400 1.0203 100.445600 0.124700 1.406300 -0.010600 0.014500 ... 0.14561 534.6764 2.0007 8.0900 0.499300 0.012000 0.012300 0.012900 104.751900 -1.0
697 3110.140000 2474.300000 2242.433300 1543.840100 1.4994 98.113300 0.121800 1.416500 0.014800 0.000400 ... 0.14561 532.7591 2.1800 8.9800 0.492700 0.009500 0.012300 0.012900 104.751900 -1.0
698 3005.140000 2443.390000 2150.588900 868.538700 1.3597 105.608900 0.123600 1.419400 -0.002700 0.021700 ... 0.14450 533.0691 1.9841 8.4900 0.503100 0.013300 0.012300 0.012900 104.751900 -1.0
699 3064.130000 2526.220000 2205.722200 906.952200 1.3443 105.660000 0.120000 1.402000 -0.017000 -0.002600 ... 0.11990 531.3891 2.0882 8.0800 0.498700 0.010500 0.012300 0.012900 104.751900 -1.0
700 3073.930000 2472.680000 2227.244400 1329.893300 0.9480 107.877800 0.122000 1.444300 0.000500 0.002200 ... 0.18000 530.8818 2.1238 9.1900 0.500500 0.009900 0.012300 0.012900 104.751900 -1.0
701 3010.920000 2491.130000 2179.200000 875.753800 1.2708 106.960000 0.121300 1.472100 0.000800 0.007700 ... 0.22300 538.5400 2.0768 5.3000 0.496500 0.009700 0.012300 0.012900 104.751900 -1.0
702 3040.910000 2495.850231 2205.722200 906.952200 1.3443 105.660000 0.120000 1.460200 -0.006100 -0.004300 ... 0.21610 533.5555 2.0417 6.0800 0.501400 0.010000 0.012300 0.012900 104.751900 -1.0
703 3004.630000 2559.700000 2220.400100 1389.276800 1.5976 100.971100 0.124900 1.380700 -0.011900 0.012600 ... 0.14280 538.0000 2.0030 4.9400 0.498200 0.013200 0.016100 0.014800 217.150600 -1.0
704 2988.500000 2560.750000 2214.933300 1663.702400 1.0203 100.445600 0.124700 1.441600 0.013500 0.005100 ... 0.08770 531.4073 2.0161 8.0500 0.501700 0.011200 0.016100 0.014800 217.150600 -1.0
705 2965.280000 2482.610000 2205.722200 906.952200 1.3443 105.660000 0.120000 1.521400 -0.003700 -0.005500 ... 0.08770 538.5400 2.0768 5.3000 0.501400 0.013300 0.016100 0.014800 217.150600 -1.0
706 2978.870000 2503.090000 2171.322200 966.575500 0.8066 107.170000 0.124200 1.512600 -0.013300 0.013200 ... 0.09450 537.1036 1.9971 7.0000 0.498000 0.017400 0.016100 0.014800 217.150600 -1.0
707 3045.880000 2506.600000 2229.333300 1553.315800 1.5123 102.780000 0.123500 1.466700 -0.001300 -0.007700 ... 0.13720 533.0691 1.9841 8.4900 0.504300 0.011500 0.016100 0.014800 217.150600 -1.0
708 3005.530000 2479.240000 2171.322200 966.575500 0.8066 107.170000 0.124200 1.492400 -0.018500 0.005700 ... 0.08770 531.4073 2.0161 8.0500 0.502900 0.011000 0.016100 0.014800 217.150600 -1.0
709 3026.320000 2485.810000 2205.722200 906.952200 1.3443 105.660000 0.120000 1.494300 0.027900 0.012100 ... 0.14561 529.3191 2.0905 11.2500 0.502500 0.013100 0.016100 0.014800 217.150600 1.0
710 2972.220000 2519.870000 2215.388900 1779.189200 0.8552 101.217800 0.122600 1.492200 0.004500 -0.008700 ... 0.18040 533.0691 1.9841 8.4900 0.495400 0.015000 0.030000 0.007600 25.222300 -1.0
711 3043.490000 2476.750000 2205.722200 906.952200 1.3443 105.660000 0.120000 1.392300 0.006100 0.009100 ... 0.14120 533.6900 2.0464 8.8900 0.501700 0.016200 0.007200 0.021000 72.023000 -1.0
712 3011.840000 2329.440000 2201.066700 880.231700 1.4148 106.547800 0.121100 1.411200 -0.015600 0.017400 ... 0.14720 531.0854 2.0685 9.9300 0.496900 0.013900 0.007200 0.021000 72.023000 -1.0
713 3096.810000 2476.950000 2205.722200 906.952200 1.3443 105.660000 0.120000 1.433300 0.002200 -0.004500 ... 0.14280 530.9718 2.1158 10.7100 0.502800 0.013800 0.007200 0.021000 72.023000 -1.0
714 3101.280000 2464.330000 2216.511100 871.252600 1.2366 107.486700 0.119400 1.406300 -0.010100 0.002200 ... 0.14280 535.5664 1.9829 7.0200 0.499700 0.010900 0.007200 0.021000 72.023000 -1.0
715 3070.070000 2459.220000 2216.511100 871.252600 1.2366 107.486700 0.119400 1.412500 -0.019900 0.002400 ... 0.14280 530.8818 2.1238 9.1900 0.496300 0.015300 0.007200 0.021000 72.023000 -1.0
716 3068.810000 2543.620000 2221.533300 1738.105700 1.3844 99.763300 0.122800 1.491800 -0.006800 0.000500 ... 0.14280 534.9391 2.1006 10.4600 0.497800 0.013500 0.007200 0.021000 72.023000 -1.0
717 2943.830000 2445.170000 2236.066700 1680.182500 1.4834 98.688900 0.122100 1.467400 0.016100 0.000500 ... 0.14561 533.0700 2.0591 7.5800 0.500100 0.019000 0.026300 0.013100 49.945400 -1.0
718 2992.330000 2513.220000 2229.333300 1553.315800 1.5123 102.780000 0.123500 1.427100 -0.013600 0.019700 ... 0.14561 531.0854 2.0685 9.9300 0.491800 0.013600 0.012100 0.012100 100.309100 -1.0
719 2949.770000 2522.320000 2205.722200 906.952200 1.3443 105.660000 0.120000 1.458600 -0.001100 0.005600 ... 0.08770 532.9600 1.9280 10.2300 0.499500 0.010100 0.012100 0.012100 100.309100 -1.0
720 3003.130000 2498.300000 2227.244400 1329.893300 0.9480 107.877800 0.122000 1.437400 -0.012800 -0.006400 ... 0.11640 538.0000 2.0030 4.9400 0.494400 0.018400 0.012100 0.012100 100.309100 -1.0
721 3000.680000 2432.180000 2198.266700 986.555800 0.8652 105.058900 0.120900 1.411500 -0.013000 -0.002200 ... 0.03090 535.5664 1.9829 7.0200 0.497200 0.011700 0.012100 0.012100 100.309100 -1.0
722 3056.400000 2502.480000 2173.622200 918.863100 1.2742 107.188900 0.121700 1.490600 -0.006100 -0.008400 ... 0.08770 537.1036 1.9971 7.0000 0.499700 0.015100 0.012100 0.012100 100.309100 -1.0
723 2964.830000 2516.950000 2210.977800 1572.469800 1.0204 106.208900 0.122200 1.487400 -0.001600 -0.011900 ... 0.08360 530.8818 2.1238 9.1900 0.494800 0.018200 0.012100 0.012100 100.309100 -1.0
724 2967.980000 2512.650000 2210.977800 1572.469800 1.0204 106.208900 0.122200 1.440100 -0.021400 -0.002300 ... 0.08770 536.0100 2.1350 9.5601 0.495300 0.017000 0.047200 0.017100 36.162600 -1.0
725 3014.452896 2608.110000 2216.511100 871.252600 1.2366 107.486700 0.119400 1.496800 0.006300 -0.002400 ... 0.24570 536.6173 1.9323 6.6200 0.500300 0.014200 0.013100 0.011200 85.155100 -1.0
726 2994.750000 2583.360000 2210.977800 1572.469800 1.0204 106.208900 0.122200 1.447600 0.016900 0.002500 ... 0.08770 533.9782 2.3449 6.0000 0.500500 0.011800 0.013100 0.011200 85.155100 -1.0
727 2984.800000 2508.030000 2250.744500 996.407100 0.8572 106.295600 0.117200 1.443600 -0.005300 -0.001400 ... 0.21470 533.9782 2.3449 6.0000 0.499300 0.013300 0.013100 0.011200 85.155100 -1.0
728 3048.250000 2523.940000 2242.433300 1543.840100 1.4994 98.113300 0.121800 1.458300 0.014400 0.001500 ... 0.20490 532.5646 2.7395 13.3500 0.503000 0.010500 0.013100 0.011200 85.155100 -1.0
729 3063.440000 2510.760000 2216.677800 1567.464600 1.3617 96.555600 0.123000 1.545300 -0.010100 0.002300 ... 0.08770 530.8818 2.1238 9.1900 0.501300 0.018700 0.013100 0.011200 85.155100 -1.0
730 3136.340000 2442.450000 2250.744500 996.407100 0.8572 106.295600 0.117200 1.428500 -0.022200 -0.000600 ... 0.06920 534.2818 2.2407 8.5400 0.502200 0.017300 0.033500 0.008400 25.149400 -1.0
731 3048.540000 2353.210000 2210.977800 1572.469800 1.0204 106.208900 0.122200 1.525100 0.006100 -0.000200 ... 0.14280 534.9900 2.0051 8.5400 0.503800 0.010300 0.033500 0.008400 25.149400 -1.0
732 2992.370000 2484.270000 2210.977800 1572.469800 1.0204 106.208900 0.122200 1.503100 0.014500 -0.000500 ... 0.14561 530.8818 2.1238 9.1900 0.494100 0.010600 0.033500 0.008400 25.149400 -1.0
733 3037.920000 2361.500000 2210.977800 1572.469800 1.0204 106.208900 0.122200 1.525100 -0.001300 -0.001000 ... 0.12320 534.5745 1.9791 9.7000 0.496500 0.018600 0.033500 0.008400 25.149400 -1.0
734 3069.730000 2533.450000 2218.633300 870.562000 1.3084 106.908900 0.119500 1.464500 0.014800 0.001600 ... 0.21350 535.5664 1.9829 7.0200 0.492900 0.015500 0.033500 0.008400 25.149400 -1.0
735 3027.920000 2636.810000 2189.233300 972.146500 1.3796 103.578900 0.120700 1.462100 0.008400 -0.002100 ... 0.14561 533.8954 2.0083 8.7100 0.500000 0.014800 0.017100 0.017300 101.198100 -1.0
736 3028.970000 2415.870000 2136.411100 1172.576700 0.7809 106.663300 0.124500 1.423100 -0.019600 -0.004100 ... 0.22560 534.1500 2.3534 8.4200 0.497600 0.012500 0.027000 0.016200 59.981300 -1.0
737 2970.110000 2437.820000 2136.411100 1172.576700 0.7809 106.663300 0.124500 1.513100 -0.010500 0.005700 ... 0.08770 534.1500 2.3534 8.4200 0.493600 0.011500 0.027000 0.016200 59.981300 -1.0
738 2957.590000 2441.800000 2189.877800 1158.092500 1.5291 107.820000 0.121900 1.490300 -0.006400 -0.002800 ... 0.08770 534.1500 2.3534 8.4200 0.499100 0.014600 0.027000 0.016200 59.981300 -1.0
739 3061.590000 2483.440000 2151.688900 1197.264300 1.5018 102.671100 0.123900 1.527100 -0.007000 0.006900 ... 0.08770 534.2327 2.2409 5.8400 0.492200 0.017700 0.027000 0.016200 59.981300 -1.0
740 3090.550000 2540.970000 2136.411100 1172.576700 0.7809 106.663300 0.124500 1.488300 0.010900 0.015700 ... 0.08770 535.8591 2.3048 8.5500 0.497700 0.009700 0.027000 0.016200 59.981300 -1.0
741 3014.540000 2539.590000 2201.355600 1249.844500 1.4699 103.997800 0.122800 1.435500 -0.015300 -0.003500 ... 0.13290 530.8573 2.2566 9.1100 0.500700 0.011600 0.027000 0.016200 59.981300 -1.0
742 2988.930000 2512.380000 2189.877800 1158.092500 1.5291 107.820000 0.121900 1.465200 -0.014200 0.015000 ... 0.08770 535.8591 2.3048 8.5500 0.505900 0.016000 0.027000 0.016200 59.981300 -1.0
743 2996.900000 2448.070000 2162.755600 1041.155700 0.8479 107.262200 0.122100 1.444600 -0.001600 -0.005500 ... 0.09960 532.1391 2.3488 9.4400 0.503900 0.016900 0.027000 0.016200 59.981300 -1.0
744 2957.410000 2469.130000 2203.455600 1441.144500 0.8264 104.676700 0.123200 1.505900 -0.008400 -0.002400 ... 0.18310 533.2609 2.3318 6.5500 0.493900 0.013200 0.023000 0.006400 27.770500 -1.0
745 2953.410000 2531.050000 2136.411100 1172.576700 0.7809 106.663300 0.124500 1.575300 -0.011100 -0.002900 ... 0.12530 535.0991 2.1541 9.0500 0.494200 0.019700 0.041900 0.009800 23.385200 -1.0
746 3102.490000 2502.440000 2189.877800 1158.092500 1.5291 107.820000 0.121900 1.485500 -0.002500 0.014700 ... 0.23080 535.9764 2.6756 8.5300 0.502100 0.013100 0.041900 0.009800 23.385200 -1.0
747 3057.650000 2540.350000 2203.455600 1441.144500 0.8264 104.676700 0.123200 1.552700 -0.021600 0.001300 ... 0.19240 534.9691 2.3278 9.1000 0.501000 0.014400 0.041900 0.009800 23.385200 -1.0
748 3083.620000 2498.910000 2203.455600 1441.144500 0.8264 104.676700 0.123200 1.516000 -0.004100 0.008400 ... 0.12170 530.1873 2.2967 11.2800 0.497400 0.010400 0.041900 0.009800 23.385200 -1.0
749 3056.580000 2505.620000 2219.344500 1734.843500 0.9800 104.386700 0.122100 1.534300 -0.001300 0.003500 ... 0.07360 535.3618 2.3768 9.7000 0.495800 0.017000 0.041900 0.009800 23.385200 -1.0
750 2971.930000 2557.580000 2189.877800 1158.092500 1.5291 107.820000 0.121900 1.536100 0.018800 -0.000200 ... 0.08770 536.6882 2.1806 6.5800 0.496500 0.021700 0.041900 0.009800 23.385200 -1.0
751 3080.890000 2590.450000 2162.755600 1006.778900 0.8736 106.874400 0.122000 1.418700 0.001200 0.000400 ... 0.05050 534.5309 2.2417 6.3700 0.498900 0.016700 0.011900 0.005400 45.700400 -1.0
752 2951.590000 2474.600000 2251.822200 1104.913200 1.3881 104.945600 0.120600 1.562900 -0.026100 -0.003400 ... 0.09210 531.0464 2.3151 5.5500 0.507000 0.013500 0.011900 0.005400 45.700400 -1.0
753 3108.230000 2423.570000 2223.277800 1222.083400 1.5160 102.960000 0.121800 1.481400 0.013500 -0.012100 ... 0.08770 532.5646 2.7395 13.3500 0.499200 0.016300 0.011900 0.005400 45.700400 -1.0
754 3059.820000 2498.910000 2146.911100 1063.876200 1.5377 104.371100 0.123200 1.528400 -0.013600 -0.009000 ... 0.10490 531.9818 2.4070 6.3400 0.504500 0.011600 0.013600 0.017100 125.535400 -1.0
755 2940.260000 2525.290000 2203.455600 1441.144500 0.8264 104.676700 0.123200 1.476300 0.001200 -0.012700 ... 0.08700 532.3936 2.2964 10.0600 0.499500 0.012100 0.016900 0.027600 163.999800 -1.0
756 2959.360000 2504.860000 2210.977800 1572.469800 1.0204 106.208900 0.122200 1.516500 -0.022800 0.010100 ... 0.08770 536.0100 2.1350 9.5601 0.497900 0.015900 0.016900 0.027600 163.999800 -1.0
757 3011.270000 2477.470000 2210.977800 1572.469800 1.0204 106.208900 0.122200 1.507900 0.003100 -0.010500 ... 0.06980 530.8818 2.1238 9.1900 0.497800 0.014100 0.016900 0.027600 163.999800 -1.0
758 3046.970000 2517.220000 2151.688900 1197.264300 1.5018 102.671100 0.123900 1.495500 0.023600 -0.004000 ... 0.08770 531.2564 2.3999 11.9300 0.494100 0.016400 0.016900 0.027600 163.999800 -1.0
759 3017.650000 2542.640000 2162.755600 1006.778900 0.8736 106.874400 0.122000 1.383500 0.004200 -0.008700 ... 0.15160 537.8600 2.4783 5.7700 0.499700 0.009000 0.016900 0.027600 163.999800 -1.0
760 3001.360000 2491.230000 2155.311100 918.216100 1.2753 105.047800 0.122700 1.420600 -0.005200 0.001000 ... 0.10230 532.5973 2.3271 9.0200 0.494300 0.019900 0.016900 0.027600 163.999800 -1.0
761 2981.920000 2530.670000 2151.688900 1197.264300 1.5018 102.671100 0.123900 1.489800 0.020000 -0.015300 ... 0.05060 535.9764 2.6756 8.5300 0.501500 0.014500 0.016900 0.027600 163.999800 -1.0
762 2931.700000 2487.010000 2155.311100 918.216100 1.2753 105.047800 0.122700 1.440500 0.001900 0.002700 ... 0.08770 536.6509 2.4087 5.8600 0.493400 0.010900 0.016900 0.027600 163.999800 -1.0
763 3032.260000 2455.050000 2145.455500 1017.057700 1.4534 103.787800 0.122900 1.360200 -0.015300 0.003200 ... 0.08770 535.3036 2.3086 8.3000 0.497300 0.019400 0.016900 0.027600 163.999800 -1.0
764 2922.050000 2511.370000 2155.311100 918.216100 1.2753 105.047800 0.122700 1.437200 -0.011300 -0.007500 ... 0.08020 533.9909 2.2169 8.9100 0.498800 0.016700 0.038600 0.007400 19.085200 -1.0
765 2939.400000 2504.440000 2210.977800 1572.469800 1.0204 106.208900 0.122200 1.475400 0.008900 -0.004600 ... 0.08130 536.0100 2.1350 9.5601 0.501000 0.008600 0.021200 0.010900 51.547200 -1.0
766 3097.140000 2463.060000 2155.311100 918.216100 1.2753 105.047800 0.122700 1.471400 0.006500 0.014700 ... 0.08770 531.2564 2.3999 11.9300 0.493700 0.011900 0.021200 0.010900 51.547200 -1.0
767 2976.910000 2583.600000 2200.955600 894.099600 1.4330 106.494400 0.125300 1.524500 -0.007600 -0.005000 ... 0.08770 536.6882 2.1806 6.5800 0.495400 0.015100 0.021200 0.010900 51.547200 -1.0
768 3003.960000 2560.610000 2155.311100 918.216100 1.2753 105.047800 0.122700 1.443400 -0.018300 -0.010100 ... 0.09940 534.1500 2.3534 8.4200 0.499500 0.017600 0.021200 0.010900 51.547200 -1.0
769 2961.730000 2368.340000 2146.911100 1063.876200 1.5377 104.371100 0.123200 1.480100 -0.030100 -0.012300 ... 0.16960 533.2545 2.3218 7.0699 0.500600 0.012800 0.021200 0.010900 51.547200 -1.0
770 3005.040000 2431.660000 2136.411100 1172.576700 0.7809 106.663300 0.124500 1.510600 0.007200 -0.002200 ... 0.07000 531.2564 2.3999 11.9300 0.497000 0.011800 0.021200 0.010900 51.547200 -1.0
771 3028.210000 2529.080000 2245.366700 1315.824100 1.5424 102.408900 0.121000 1.584900 -0.007600 -0.006900 ... 0.17490 535.5664 1.9829 7.0200 0.503100 0.014600 0.021200 0.010900 51.547200 -1.0
772 3086.080000 2415.750000 2190.155500 1298.820700 1.3947 105.741100 0.124200 1.434600 0.005100 0.008400 ... 0.14950 536.6509 2.4087 5.8600 0.495100 0.018100 0.026200 0.012100 46.101600 -1.0
773 2962.280000 2452.280000 2127.955500 1011.192400 1.0863 107.152200 0.126100 1.443200 0.008500 -0.015100 ... 0.22330 533.6400 2.3592 10.5200 0.498900 0.008200 0.037300 0.007900 21.059900 -1.0
774 3070.630000 2377.970000 2130.055600 874.916500 1.2545 105.901100 0.125300 1.437400 -0.011700 -0.006600 ... 0.15160 535.0509 1.6984 7.7100 0.501300 0.011100 0.037300 0.007900 21.059900 -1.0
775 3055.130000 2523.650000 2181.044400 939.845600 1.3968 104.013300 0.121400 1.361900 -0.022800 0.005700 ... 0.08770 533.6536 2.1648 10.3700 0.496400 0.013600 0.037300 0.007900 21.059900 -1.0
776 2899.680000 2492.240000 2127.955500 1011.192400 1.0863 107.152200 0.126100 1.472300 -0.009300 -0.003900 ... 0.06220 535.7755 2.2816 10.5800 0.497400 0.018100 0.037300 0.007900 21.059900 -1.0
777 2957.040000 2525.160000 2190.155500 1298.820700 1.3947 105.741100 0.124200 1.408000 -0.003200 0.004900 ... 0.25300 538.4991 2.2135 8.7200 0.499500 0.014400 0.037300 0.007900 21.059900 -1.0
778 3015.410000 2474.940000 2174.755500 1206.350600 1.4202 104.262200 0.124600 1.432300 -0.018000 0.009000 ... 0.08770 538.4991 2.2135 8.7200 0.501000 0.008600 0.037300 0.007900 21.059900 -1.0
779 3051.050000 2582.080000 2190.155500 1298.820700 1.3947 105.741100 0.124200 1.425000 -0.021000 -0.001800 ... 0.08770 536.6509 2.4087 5.8600 0.500200 0.014300 0.037300 0.007900 21.059900 -1.0
780 3055.660000 2625.200000 2211.722200 1335.483700 1.3922 100.925600 0.123200 1.342000 0.000800 0.002200 ... 0.14561 534.0891 2.1926 9.8100 0.501900 0.022200 0.037300 0.007900 21.059900 -1.0
781 3043.140000 2517.250000 2190.155500 1298.820700 1.3947 105.741100 0.124200 1.469200 -0.021600 -0.005600 ... 0.18780 532.5573 2.1761 13.3500 0.505600 0.020800 0.037300 0.007900 21.059900 -1.0
782 2982.590000 2466.860000 2200.955600 894.099600 1.4330 106.494400 0.125300 1.441800 -0.009600 0.000600 ... 0.08770 535.4918 2.2717 6.5600 0.498600 0.017200 0.037300 0.007900 21.059900 -1.0
783 3068.420000 2570.500000 2190.155500 1298.820700 1.3947 105.741100 0.124200 1.427900 -0.021200 -0.017800 ... 0.08770 536.6509 2.4087 5.8600 0.497700 0.015800 0.037300 0.007900 21.059900 -1.0
784 3068.450000 2575.330000 2130.055600 874.916500 1.2545 105.901100 0.125300 1.416900 -0.010300 -0.017100 ... 0.08770 533.3882 2.3461 8.6300 0.498200 0.009500 0.037300 0.007900 21.059900 -1.0
785 2978.450000 2504.940000 2181.044400 939.845600 1.3968 104.013300 0.121400 1.359600 -0.013800 -0.002500 ... 0.12540 535.6282 2.2411 9.1100 0.499900 0.012100 0.037300 0.007900 21.059900 -1.0
786 2928.550000 2579.840000 2181.044400 939.845600 1.3968 104.013300 0.121400 1.338600 -0.000600 0.006000 ... 0.08770 534.1500 2.3534 8.4200 0.501200 0.012500 0.037300 0.007900 21.059900 -1.0
787 3049.580000 2432.090000 2169.111100 1431.874000 1.0321 100.174400 0.125200 1.405000 -0.012000 0.005500 ... 0.17150 535.6282 2.2411 9.1100 0.501200 0.019400 0.037300 0.007900 21.059900 -1.0
788 2999.240000 2435.470000 2175.966700 1539.573400 1.4139 98.582200 0.125400 1.367500 0.003800 0.000700 ... 0.19190 532.8364 1.6423 11.8100 0.503400 0.014100 0.024600 0.006400 25.990000 -1.0
789 3018.820000 2470.210000 2175.966700 1539.573400 1.4139 98.582200 0.125400 1.420900 0.003500 0.010700 ... 0.12870 534.1482 1.6633 10.9200 0.498300 0.015300 0.024600 0.006400 25.990000 -1.0
790 2982.160000 2574.450000 2181.044400 939.845600 1.3968 104.013300 0.121400 1.412200 -0.005800 0.005700 ... 0.08770 537.5200 1.7312 10.4400 0.501000 0.013800 0.024600 0.006400 25.990000 -1.0
791 2958.830000 2488.500000 2197.522200 1373.007700 1.1369 106.073300 0.124000 1.388600 0.010700 0.007700 ... 0.12640 532.3982 1.7997 6.8700 0.497500 0.014200 0.024600 0.006400 25.990000 -1.0
792 2975.570000 2566.790000 2197.522200 1373.007700 1.1369 106.073300 0.124000 1.373500 -0.002300 0.008600 ... 0.08770 532.3982 1.7997 6.8700 0.500800 0.011500 0.021500 0.007100 33.109000 -1.0
793 2925.620000 2501.910000 2197.522200 1373.007700 1.1369 106.073300 0.124000 1.392000 -0.004400 -0.016500 ... 0.08770 534.1500 2.3534 8.4200 0.497500 0.014400 0.021500 0.007100 33.109000 -1.0
794 3043.700000 2535.710000 2127.955500 1011.192400 1.0863 107.152200 0.126100 1.422100 -0.009800 -0.016600 ... 0.04200 536.6882 2.1806 6.5800 0.494800 0.012400 0.021500 0.007100 33.109000 -1.0
795 3069.310000 2448.370000 2174.755500 1206.350600 1.4202 104.262200 0.124600 1.437200 -0.004700 -0.014800 ... 0.15340 533.3382 2.4033 9.4300 0.499400 0.009900 0.040600 0.026800 66.168700 1.0
796 3090.470000 2498.910000 2169.111100 1431.874000 1.0321 100.174400 0.125200 1.381900 -0.004100 0.003600 ... 0.12700 529.9273 2.3342 9.5000 0.494900 0.009700 0.040600 0.026800 66.168700 -1.0
797 2896.840000 2512.610000 2190.155500 1298.820700 1.3947 105.741100 0.124200 1.422800 -0.001100 -0.000200 ... 0.08770 533.3382 2.4033 9.4300 0.502200 0.013800 0.040600 0.026800 66.168700 1.0
798 3064.760000 2510.720000 2194.588900 1614.277600 1.2686 97.762200 0.124700 1.536600 0.009100 0.005700 ... 0.18080 533.3382 2.4033 9.4300 0.500000 0.009500 0.012200 0.022700 187.079600 -1.0
799 2977.390000 2535.070000 2194.588900 1614.277600 1.2686 97.762200 0.124700 1.458800 0.006700 0.005500 ... 0.13750 532.2855 2.2181 6.8600 0.499200 0.009800 0.012200 0.022700 187.079600 -1.0
800 3010.260000 2508.800000 2170.066600 1364.515700 1.5447 96.770000 0.123000 1.414900 -0.009200 -0.000800 ... 0.18030 535.0509 1.6984 7.7100 0.494200 0.013500 0.012200 0.022700 187.079600 -1.0
801 2947.390000 2498.910000 2218.633300 870.562000 1.3084 106.908900 0.119500 1.379400 -0.005200 -0.003500 ... 0.14561 536.4418 1.9814 7.6801 0.501100 0.019300 0.012200 0.022700 187.079600 -1.0
802 3036.640000 2483.930000 2194.588900 1614.277600 1.2686 97.762200 0.124700 1.509300 -0.002200 0.012600 ... 0.08770 534.1482 1.6633 10.9200 0.495900 0.015000 0.012200 0.022700 187.079600 -1.0
803 3045.070000 2618.250000 2175.966700 1539.573400 1.4139 98.582200 0.125400 1.454700 0.000700 0.015900 ... 0.17310 534.1482 1.6633 10.9200 0.496700 0.011000 0.025300 0.005800 22.766100 -1.0
804 3085.930000 2518.470000 2204.544500 2076.673000 1.0961 95.922200 0.125100 1.350000 0.000200 0.002300 ... 0.08770 536.6509 2.4087 5.8600 0.500000 0.011700 0.025300 0.005800 22.766100 -1.0
805 2952.310000 2453.530000 2188.722200 1325.523000 1.1721 105.170000 0.125000 1.448000 -0.023300 0.008700 ... 0.10690 529.6845 2.3500 9.0300 0.494900 0.015500 0.025300 0.005800 22.766100 -1.0
806 3047.060000 2531.160000 2204.544500 2076.673000 1.0961 95.922200 0.125100 1.405600 0.017700 0.015300 ... 0.13730 534.1482 1.6633 10.9200 0.496200 0.012400 0.025300 0.005800 22.766100 -1.0
807 2991.250000 2519.260000 2194.800000 1456.076000 1.5130 99.034400 0.123300 1.474500 -0.005300 0.008000 ... 0.08580 538.4991 2.2135 8.7200 0.499500 0.015400 0.025300 0.005800 22.766100 -1.0
808 3045.330000 2472.230000 2194.588900 1614.277600 1.2686 97.762200 0.124700 1.407000 0.005300 0.004700 ... 0.14570 538.4991 2.2135 8.7200 0.494100 0.009600 0.026900 0.016000 59.204500 -1.0
809 3011.840000 2498.910000 2194.800000 1456.076000 1.5130 99.034400 0.123300 1.470000 -0.028300 -0.008600 ... 0.11900 534.1482 1.6633 10.9200 0.496800 0.011400 0.026900 0.016000 59.204500 -1.0
810 2939.930000 2595.820000 2204.544500 2076.673000 1.0961 95.922200 0.125100 1.364000 0.003500 0.005700 ... 0.09990 533.3382 2.4033 9.4300 0.493900 0.016000 0.026900 0.016000 59.204500 -1.0
811 3042.850000 2403.210000 2204.544500 2076.673000 1.0961 95.922200 0.125100 1.400500 0.003200 0.005500 ... 0.18630 536.6509 2.4087 5.8600 0.495300 0.012800 0.011100 0.006900 62.360200 -1.0
812 3039.040000 2598.940000 2187.811100 2228.737700 1.4990 90.493300 0.124000 1.395800 0.002400 0.005300 ... 0.08770 535.6282 2.2411 9.1100 0.497400 0.011900 0.011100 0.006900 62.360200 -1.0
813 3050.360000 2498.910000 2220.044500 2253.284700 1.7112 101.492200 0.122200 1.376100 0.002300 0.003200 ... 0.22350 534.8373 2.4114 9.9100 0.495400 0.009300 0.011100 0.006900 62.360200 -1.0
814 3012.090000 2551.080000 2216.733300 1748.088500 1.1127 97.582200 0.124200 1.513600 -0.009000 0.012900 ... 0.11120 533.6364 2.2904 13.0900 0.499400 0.007300 0.011100 0.006900 62.360200 -1.0
815 2924.390000 2470.950000 2188.722200 1325.523000 1.1721 105.170000 0.125000 1.433900 -0.012400 -0.007800 ... 0.08770 534.6691 2.1795 9.5099 0.496300 0.012900 0.029400 0.005100 17.377500 -1.0
816 2988.810000 2461.820000 2187.811100 2228.737700 1.4990 90.493300 0.124000 1.375300 0.007900 0.014500 ... 0.08770 536.6509 2.4087 5.8600 0.503700 0.013800 0.029400 0.005100 17.377500 -1.0
817 2958.040000 2502.890000 2134.744500 1244.289900 1.1827 99.513300 0.124900 1.435300 -0.000100 0.001800 ... 0.13060 532.6945 2.2425 11.1500 0.500200 0.012400 0.021300 0.007600 35.572500 -1.0
818 3087.390000 2392.000000 2188.600000 2115.224400 1.3174 93.165600 0.125500 1.335500 -0.011500 -0.020900 ... 0.17960 534.1482 1.6633 10.9200 0.498400 0.016900 0.027500 0.021500 78.119900 -1.0
819 3064.710000 2478.510000 2216.733300 1748.088500 1.1127 97.582200 0.124200 1.426600 0.012600 0.007500 ... 0.22460 534.1482 1.6633 10.9200 0.502400 0.010800 0.027500 0.021500 78.119900 -1.0
820 2946.620000 2470.260000 2187.811100 2228.737700 1.4990 90.493300 0.124000 1.437900 0.005300 0.007900 ... 0.19050 535.6282 2.2411 9.1100 0.497000 0.015000 0.027500 0.021500 78.119900 -1.0
821 3009.710000 2565.530000 2224.677800 1308.647900 1.3907 101.133300 0.120800 1.444000 -0.007900 -0.007600 ... 0.16260 532.5954 2.1606 10.5900 0.497900 0.007800 0.027500 0.021500 78.119900 -1.0
822 3105.300000 2435.900000 2194.588900 1614.277600 1.2686 97.762200 0.124700 1.487500 0.005200 0.000300 ... 0.12040 533.3882 2.3461 8.6300 0.499900 0.010300 0.027500 0.021500 78.119900 -1.0
823 3021.770000 2544.100000 2204.544500 2076.673000 1.0961 95.922200 0.125100 1.375400 0.000300 -0.002800 ... 0.08770 532.8364 1.6423 11.8100 0.502100 0.008600 0.027500 0.021500 78.119900 -1.0
824 2927.540000 2563.080000 2188.711100 1115.492200 1.5156 102.001100 0.122500 1.485400 -0.000600 0.008900 ... 0.10210 534.1245 2.1586 9.9700 0.500400 0.013500 0.027500 0.021500 78.119900 -1.0
825 2951.830000 2484.440000 2218.944500 1491.326800 1.4420 96.438900 0.121000 1.457900 -0.002100 0.005900 ... 0.14090 535.0509 1.6984 7.7100 0.498700 0.013100 0.027500 0.021500 78.119900 -1.0
826 3045.050000 2443.100000 2170.066600 1364.515700 1.5447 96.770000 0.123000 1.403700 0.001300 0.002500 ... 0.08770 535.2482 1.8813 6.8400 0.502200 0.016900 0.027500 0.021500 78.119900 1.0
827 3073.730000 2504.010000 2218.877800 1188.263000 1.2557 100.944400 0.121200 1.400800 -0.001400 0.013200 ... 0.09680 534.1482 1.6633 10.9200 0.496100 0.015700 0.020500 0.018400 33.787600 -1.0
828 3103.850000 2498.910000 2194.588900 1614.277600 1.2686 97.762200 0.124700 1.488900 -0.004700 -0.009100 ... 0.19060 532.9891 1.7784 7.5000 0.495400 0.012200 0.020500 0.018400 33.787600 -1.0
829 3002.220000 2462.060000 2202.122200 1833.377200 1.8005 95.850000 0.124200 1.517300 0.006900 0.007500 ... 0.11890 533.3882 2.3461 8.6300 0.502100 0.007100 0.020500 0.018400 33.787600 -1.0
830 2968.330000 2476.580000 2216.733300 1748.088500 1.1127 97.582200 0.124200 1.530000 -0.027900 -0.004000 ... 0.22590 534.1482 1.6633 10.9200 0.500400 0.012000 0.020500 0.018400 33.787600 -1.0
831 2961.040000 2506.430000 2170.066600 1364.515700 1.5447 96.770000 0.123000 1.395300 0.008400 0.006200 ... 0.08770 535.9527 2.2638 9.6200 0.499400 0.011500 0.020500 0.018400 33.787600 1.0
832 3072.030000 2500.680000 2205.744500 1363.104800 1.0518 101.864400 0.122000 1.389600 0.013800 0.000000 ... 0.18320 534.1482 1.6633 10.9200 0.498700 0.011800 0.020500 0.018400 33.787600 -1.0
833 3021.830000 2419.830000 2205.744500 1363.104800 1.0518 101.864400 0.122000 1.410800 -0.004600 -0.002400 ... 0.08770 534.1482 1.6633 10.9200 0.493400 0.012300 0.020500 0.018400 33.787600 -1.0
834 3006.950000 2435.340000 2189.811100 1084.650200 1.1993 104.885600 0.123400 1.509400 -0.004600 0.012100 ... 0.08770 530.6746 2.0193 10.8000 0.498700 0.014500 0.020500 0.018400 33.787600 -1.0
835 3003.720000 2537.660000 2210.777800 2008.921600 1.1351 91.107800 0.124000 1.394000 -0.007300 0.000600 ... 0.27290 529.7436 2.2313 7.1900 0.503300 0.015400 0.009900 0.011300 114.287800 -1.0
836 2953.590000 2504.860000 2224.677800 1308.647900 1.3907 101.133300 0.120800 1.451700 0.006900 0.009400 ... 0.15730 530.6746 2.0193 10.8000 0.496300 0.015600 0.009900 0.011300 114.287800 -1.0
837 3086.520000 2360.040000 2204.233300 2110.828800 1.6392 89.035600 0.124500 1.479800 0.004600 0.018100 ... 0.21680 534.6127 2.2455 9.5700 0.492500 0.014500 0.009900 0.011300 114.287800 -1.0
838 3048.760000 2545.680000 2224.677800 1308.647900 1.3907 101.133300 0.120800 1.456300 0.007500 0.003100 ... 0.08770 529.7436 2.2313 7.1900 0.503200 0.012900 0.009900 0.011300 114.287800 -1.0
839 2984.060000 2619.600000 2225.022200 1730.848000 1.5333 98.597800 0.123200 1.469600 0.008100 0.006300 ... 0.08770 534.1482 1.6633 10.9200 0.497800 0.013300 0.012800 0.019300 151.193000 -1.0
840 2947.870000 2460.050000 2204.233300 2110.828800 1.6392 89.035600 0.124500 1.520900 0.009700 0.010600 ... 0.19390 532.2636 2.2625 8.3200 0.498500 0.010100 0.012800 0.019300 151.193000 -1.0
841 3008.280000 2504.210000 2202.255600 1914.068900 1.6013 94.692200 0.124200 1.405500 -0.013400 -0.013500 ... 0.22160 534.1482 1.6633 10.9200 0.498900 0.012500 0.012800 0.019300 151.193000 -1.0
842 3084.810000 2445.200000 2224.677800 1308.647900 1.3907 101.133300 0.120800 1.499700 0.002700 0.005600 ... 0.15400 532.0164 2.3658 13.4900 0.503500 0.014200 0.012800 0.019300 151.193000 -1.0
843 3034.500000 2431.350000 2220.044500 2253.284700 1.7112 101.492200 0.122200 1.417500 -0.014400 -0.011900 ... 0.18940 536.4418 2.3416 6.6600 0.494400 0.012300 0.020000 0.009500 47.783200 -1.0
844 3001.260000 2519.920000 2224.677800 1308.647900 1.3907 101.133300 0.120800 1.517200 -0.013500 0.007000 ... 0.08040 536.6727 1.7324 7.4600 0.495900 0.014200 0.027800 0.013500 48.481800 -1.0
845 3017.390000 2544.640000 2246.577800 1963.801600 1.1665 96.708900 0.120900 1.495900 0.013700 0.005000 ... 0.27560 533.3382 2.4033 9.4300 0.500500 0.014500 0.027800 0.013500 48.481800 -1.0
846 3018.800000 2440.930000 2195.666700 1333.729900 1.0772 98.984400 0.122300 1.606300 -0.002000 0.006600 ... 0.22660 532.9764 2.4327 13.4400 0.499400 0.012500 0.027800 0.013500 48.481800 -1.0
847 2931.050000 2528.740000 2205.700000 1072.805800 1.2856 100.851100 0.121600 1.556800 0.010700 0.007000 ... 0.19280 530.6746 2.0193 10.8000 0.502700 0.015500 0.020500 0.033400 66.544800 -1.0
848 3004.080000 2514.670000 2200.233300 1173.837700 1.3281 101.611100 0.121100 1.491400 -0.002300 0.015700 ... 0.14280 530.6746 2.0193 10.8000 0.501300 0.011100 0.022100 0.023500 106.175800 -1.0
849 2893.070000 2596.630000 2214.288900 988.207100 1.2513 101.704400 0.120900 1.461200 -0.005200 -0.013000 ... 0.08770 530.6746 2.0193 10.8000 0.502500 0.011800 0.036400 0.017200 47.213600 -1.0
850 3011.840000 2453.970000 2212.866700 1066.953900 0.8161 101.615600 0.120300 1.396400 0.006500 -0.008000 ... 0.25940 532.5954 2.1606 10.5900 0.499900 0.012200 0.036400 0.017200 47.213600 -1.0
851 3004.390000 2468.560000 2200.955600 1126.867800 0.7860 100.370000 0.121500 1.410600 -0.018100 -0.013000 ... 0.14280 534.7818 2.0324 8.7000 0.499200 0.014100 0.036400 0.017200 47.213600 -1.0
852 2929.930000 2517.500000 2218.877800 1188.263000 1.2557 100.944400 0.121200 1.518900 -0.009000 0.009600 ... 0.09530 534.1482 1.6633 10.9200 0.499900 0.009800 0.042900 0.014800 93.513400 -1.0
853 3089.100000 2414.290000 2200.955600 1126.867800 0.7860 100.370000 0.121500 1.469800 -0.010400 0.007500 ... 0.14280 532.1636 1.7199 8.9800 0.503300 0.014600 0.028100 0.022700 80.563900 -1.0
854 2993.190000 2577.230000 2204.233300 2110.828800 1.6392 89.035600 0.124500 1.478800 0.012400 0.014700 ... 0.10030 535.0509 1.6984 7.7100 0.500500 0.013000 0.028100 0.022700 80.563900 -1.0
855 3048.390000 2489.150000 2205.744500 1363.104800 1.0518 101.864400 0.122000 1.428200 0.015400 0.012000 ... 0.10200 534.1482 1.6633 10.9200 0.495600 0.013800 0.028100 0.022700 80.563900 -1.0
856 2951.850000 2525.000000 2189.577700 1320.319700 1.3459 100.774400 0.123400 1.559000 -0.003200 0.013500 ... 0.10040 531.6791 2.0502 6.5900 0.502500 0.017800 0.028600 0.015400 53.857700 -1.0
857 2889.670000 2498.910000 2199.633400 1242.842000 1.4083 99.217800 0.122100 1.430200 0.005800 -0.006000 ... 0.08770 532.5954 2.1606 10.5900 0.496400 0.010600 0.028600 0.015400 53.857700 -1.0
858 2938.020000 2499.680000 2200.955600 1549.487400 1.3393 98.784400 0.126200 1.444600 -0.010900 0.005700 ... 0.16230 533.3709 2.1470 9.3400 0.501400 0.008100 0.022000 0.014300 65.218600 -1.0
859 2919.710000 2420.320000 2134.744500 1244.289900 1.1827 99.513300 0.124900 1.333100 -0.012600 0.007600 ... 0.07070 532.0164 2.3658 13.4900 0.493800 0.010600 0.022000 0.014300 65.218600 -1.0
860 3081.340000 2453.780000 2175.344500 1147.342100 1.1419 107.142200 0.125100 1.399700 0.006200 -0.006300 ... 0.08770 532.1736 2.4452 10.8300 0.498500 0.008900 0.022000 0.014300 65.218600 -1.0
861 3069.720000 2372.790000 2127.955500 1011.192400 1.0863 107.152200 0.126100 1.374000 -0.002100 -0.001700 ... 0.13290 538.5400 2.0768 5.3000 0.497500 0.013400 0.022000 0.014300 65.218600 -1.0
862 2982.620000 2474.880000 2200.955600 1549.487400 1.3393 98.784400 0.126200 1.333300 -0.005400 0.004500 ... 0.15660 529.9855 2.2416 10.0600 0.494800 0.014200 0.024100 0.012100 50.088800 -1.0
863 2997.940000 2471.970000 2214.166700 1705.204600 0.9113 100.463300 0.123100 1.496400 -0.009900 0.006100 ... 0.14561 532.8382 2.0005 11.2401 0.499100 0.008600 0.014000 0.019200 136.976200 -1.0
864 2904.210000 2530.630000 2188.600000 2115.224400 1.3174 93.165600 0.125500 1.317900 -0.008900 -0.008400 ... 0.13470 532.9700 2.2248 10.0900 0.498800 0.019200 0.014000 0.019200 136.976200 -1.0
865 2949.750000 2528.500000 2246.577800 1963.801600 1.1665 96.708900 0.120900 1.507000 0.009000 -0.003800 ... 0.15040 534.1482 1.6633 10.9200 0.492700 0.014700 0.047300 0.028000 59.082500 -1.0
866 2979.770000 2493.030000 2208.655600 1728.757600 1.5137 97.036700 0.124000 1.469100 -0.008800 0.000200 ... 0.17460 534.6127 2.2455 9.5700 0.495700 0.013800 0.047300 0.028000 59.082500 -1.0
867 3006.330000 2424.130000 2189.355600 1287.353800 2.1415 101.492200 0.124600 1.495100 -0.004900 -0.008600 ... 0.09900 526.5336 2.6194 9.6000 0.502400 0.009600 0.047300 0.028000 59.082500 -1.0
868 3043.780000 2522.760000 2192.000000 2085.687100 1.1723 94.930000 0.123800 1.446300 -0.003100 -0.005000 ... 0.14280 532.5954 2.1606 10.5900 0.503200 0.014900 0.047300 0.028000 59.082500 -1.0
869 3019.380000 2499.750000 2200.955600 1126.867800 0.7860 100.370000 0.121500 1.444500 -0.015400 0.012500 ... 0.09930 530.5682 2.1417 10.8700 0.495400 0.013900 0.011700 0.026200 72.023000 -1.0
870 3085.100000 2500.130000 2199.633400 1242.842000 1.4083 99.217800 0.122100 1.487300 0.012100 0.012100 ... 0.13350 538.4991 2.2135 8.7200 0.500600 0.011300 0.011700 0.026200 72.023000 -1.0
871 3011.840000 2522.410000 2200.233300 1173.837700 1.3281 101.611100 0.121100 1.465000 0.003500 0.005300 ... 0.18990 534.6682 2.0435 9.4300 0.493600 0.013100 0.011700 0.026200 72.023000 1.0
872 2982.070000 2447.060000 2199.633400 1242.842000 1.4083 99.217800 0.122100 1.454200 0.014200 -0.006400 ... 0.26450 534.3127 2.1819 7.9300 0.499300 0.015100 0.011700 0.026200 72.023000 -1.0
873 3116.380000 2404.130000 2212.866700 1066.953900 0.8161 101.615600 0.120300 1.508400 -0.011800 -0.002300 ... 0.24840 531.8455 2.2544 8.6400 0.505900 0.019100 0.011700 0.026200 72.023000 -1.0
874 3123.020000 2488.960000 2240.866600 2048.256600 1.1620 101.492200 0.123300 1.554000 -0.004900 0.012900 ... 0.14280 531.5127 2.2373 13.8100 0.494800 0.014500 0.011700 0.026200 72.023000 -1.0
875 3078.600000 2441.680000 2213.511100 1183.435600 0.7531 103.091100 0.119900 1.525000 -0.010000 0.001000 ... 0.08770 535.9636 2.2026 6.7700 0.500900 0.012600 0.011700 0.026200 72.023000 -1.0
876 2921.730000 2515.910000 2189.355600 1287.353800 2.1415 101.492200 0.124600 1.579300 0.002100 0.003700 ... 0.14280 532.4645 2.2512 8.2500 0.499300 0.009800 0.011700 0.026200 72.023000 -1.0
877 3060.410000 2453.750000 2196.000000 1230.029300 0.7684 97.557800 0.121900 1.408000 0.013000 0.004400 ... 0.12200 531.8455 2.2544 8.6400 0.500100 0.016800 0.014700 0.009500 65.036500 -1.0
878 3030.230000 2568.320000 2196.000000 1230.029300 0.7684 97.557800 0.121900 1.441100 0.009600 0.009000 ... 0.18740 532.0973 2.1448 9.6000 0.498100 0.013600 0.014700 0.009500 65.036500 -1.0
879 2998.890000 2532.660000 2189.355600 1287.353800 2.1415 101.492200 0.124600 1.410800 0.009500 -0.002600 ... 0.06060 531.8455 2.2544 8.6400 0.502200 0.009700 0.014700 0.009500 65.036500 -1.0
880 3073.250000 2440.080000 2240.866600 2048.256600 1.1620 101.492200 0.123300 1.596000 0.002300 0.008400 ... 0.21710 535.1345 2.1394 5.7300 0.499500 0.013900 0.014700 0.009500 65.036500 -1.0
881 3078.770000 2533.040000 2187.411100 1942.306900 1.1864 88.091100 0.124500 1.450000 -0.005300 0.000500 ... 0.08770 531.3346 2.2421 8.4900 0.496800 0.020200 0.026200 0.012300 46.709200 -1.0
882 3007.470000 2571.180000 2187.411100 1942.306900 1.1864 88.091100 0.124500 1.374600 0.001200 0.010700 ... 0.08770 532.0973 2.1448 9.6000 0.501000 0.011100 0.026200 0.012300 46.709200 -1.0
883 3019.980000 2515.630000 2196.000000 1230.029300 0.7684 97.557800 0.121900 1.491900 -0.000100 -0.001800 ... 0.14700 528.7918 2.5088 10.3300 0.496800 0.021700 0.013300 0.013900 104.303400 -1.0
884 3056.280000 2464.400000 2211.777800 1177.422400 1.3377 98.998900 0.120000 1.641100 -0.006800 -0.003300 ... 0.11280 531.8455 2.2544 8.6400 0.498100 0.014800 0.013300 0.013900 104.303400 -1.0
885 3014.452896 2532.450000 2191.133300 2197.657000 1.1569 89.722200 0.125100 1.576200 0.002800 -0.006600 ... 0.04770 533.3073 2.3490 10.1900 0.493600 0.011300 0.013300 0.013900 104.303400 -1.0
886 2993.790000 2510.590000 2211.777800 1177.422400 1.3377 98.998900 0.120000 1.433500 0.004600 0.004200 ... 0.08770 534.6682 2.0435 9.4300 0.496200 0.010600 0.013300 0.013900 104.303400 -1.0
887 3007.750000 2535.140000 2216.500000 1111.543600 0.8373 99.986700 0.120500 1.450300 0.014900 0.001000 ... 0.08770 533.2873 2.3473 10.9300 0.494800 0.009900 0.013300 0.013900 104.303400 -1.0
888 3083.140000 2456.750000 2216.500000 1111.543600 0.8373 99.986700 0.120500 1.343400 0.003000 0.000000 ... 0.14290 530.5682 2.1417 10.8700 0.501600 0.014500 0.030900 0.031700 102.471800 -1.0
889 3094.080000 2664.520000 2202.555600 1081.804300 1.2913 101.892200 0.120500 1.433400 0.008200 -0.002700 ... 0.20920 532.3982 2.2656 8.6500 0.501600 0.011200 0.012200 0.013100 107.525700 -1.0
890 3071.050000 2642.150000 2200.988900 1054.524000 1.3830 100.180000 0.120100 1.453200 0.004900 -0.004800 ... 0.08770 533.2873 2.3473 10.9300 0.497300 0.013900 0.012200 0.013100 107.525700 -1.0
891 3074.960000 2448.820000 2200.955600 1287.353800 1.1259 90.114400 0.122400 1.401700 0.000300 0.004100 ... 0.12260 532.5027 2.4053 7.5400 0.508000 0.012700 0.022600 0.019600 87.097100 -1.0
892 3001.950000 2598.220000 2213.211100 2070.714700 1.9705 101.492200 0.123200 1.547500 -0.008700 -0.009300 ... 0.08770 529.2209 1.9102 7.9800 0.499700 0.017700 0.020100 0.006700 33.253300 -1.0
893 3011.840000 2405.620000 2171.500000 1028.444000 0.7899 101.512200 0.122400 1.348100 -0.002500 0.015000 ... 0.14280 535.9636 2.2026 6.7700 0.502000 0.012700 0.024200 0.009400 38.964200 -1.0
894 3001.600000 2500.260000 2171.500000 1028.444000 0.7899 101.512200 0.122400 1.452100 -0.012400 -0.009900 ... 0.08770 532.0973 2.1448 9.6000 0.501400 0.012700 0.024200 0.009400 38.964200 -1.0
895 2956.770000 2518.500000 2187.411100 1942.306900 1.1864 88.091100 0.124500 1.411300 0.010800 0.006200 ... 0.08770 530.5682 2.1417 10.8700 0.500300 0.017500 0.033800 0.006900 20.309100 -1.0
896 3013.860000 2527.200000 2195.666700 1333.729900 1.0772 98.984400 0.122300 1.524100 -0.002500 -0.009600 ... 0.13210 533.8955 2.3306 9.6400 0.497700 0.010400 0.033800 0.006900 20.309100 -1.0
897 2950.920000 2439.590000 2213.511100 1183.435600 0.7531 103.091100 0.119900 1.388200 0.000800 0.005000 ... 0.08770 530.6746 2.0193 10.8000 0.508700 0.011700 0.033800 0.006900 20.309100 -1.0
898 2948.090000 2480.050000 2200.988900 1054.524000 1.3830 100.180000 0.120100 1.446300 0.007300 0.004600 ... 0.08770 531.3346 2.2421 8.4900 0.501500 0.012600 0.033800 0.006900 20.309100 -1.0
899 3058.080000 2524.600000 2192.377800 1110.545300 0.8147 99.292200 0.122600 1.495800 0.000400 0.003700 ... 0.11370 531.0009 2.0786 11.1500 0.497400 0.017100 0.021800 0.005400 24.654700 -1.0
900 3066.380000 2473.100000 2171.500000 1028.444000 0.7899 101.512200 0.122400 1.362300 -0.007600 0.011200 ... 0.11550 526.5336 2.6194 9.6000 0.499800 0.010200 0.021800 0.005400 24.654700 -1.0
901 3043.180000 2545.530000 2192.377800 1110.545300 0.8147 99.292200 0.122600 1.382400 -0.000100 -0.005000 ... 0.14280 526.5336 2.6194 9.6000 0.498900 0.013100 0.021800 0.005400 24.654700 -1.0
902 2978.570000 2559.800000 2180.555600 1165.135100 0.7892 101.457800 0.122600 1.390700 0.001700 -0.004500 ... 0.17630 528.7918 2.5088 10.3300 0.500000 0.017600 0.021800 0.005400 24.654700 -1.0
903 3011.840000 2498.910000 2210.277800 2120.576000 1.0700 95.108900 0.123000 1.394700 0.007500 -0.014600 ... 0.20530 533.2873 2.3473 10.9300 0.497400 0.017100 0.021800 0.005400 24.654700 -1.0
904 2993.980000 2456.250000 2191.133300 2197.657000 1.1569 89.722200 0.125100 1.519600 0.018300 -0.000800 ... 0.08770 530.5682 2.1417 10.8700 0.502400 0.018500 0.021800 0.005400 24.654700 -1.0
905 2948.570000 2526.190000 2216.500000 1111.543600 0.8373 99.986700 0.120500 1.468400 0.001300 0.004400 ... 0.10440 526.5336 2.6194 9.6000 0.504800 0.011800 0.021100 0.011500 54.476100 -1.0
906 2966.390000 2507.220000 2171.500000 1028.444000 0.7899 101.512200 0.122400 1.348700 0.005000 0.000600 ... 0.14300 532.3982 2.2656 8.6500 0.498300 0.010700 0.021100 0.011500 54.476100 -1.0
907 3086.050000 2417.340000 2216.500000 1111.543600 0.8373 99.986700 0.120500 1.467800 0.002400 -0.001700 ... 0.25980 532.0973 2.1448 9.6000 0.500700 0.009900 0.018700 0.019000 101.387600 -1.0
908 2972.520000 2454.800000 2180.555600 1165.135100 0.7892 101.457800 0.122600 1.542400 0.019700 0.003400 ... 0.14830 532.3982 2.2656 8.6500 0.498900 0.015900 0.018700 0.019000 101.387600 -1.0
909 2954.920000 2412.760000 2171.500000 1028.444000 0.7899 101.512200 0.122400 1.441800 -0.000200 0.002800 ... 0.10230 532.0973 2.1448 9.6000 0.502800 0.012900 0.011800 0.009500 80.916700 -1.0
910 2986.280000 2483.710000 2200.988900 1054.524000 1.3830 100.180000 0.120100 1.579400 -0.003400 -0.012700 ... 0.14561 532.4618 2.2425 10.2700 0.496900 0.011400 0.036800 0.014600 39.622400 -1.0
911 3111.640000 2387.230000 2206.577700 978.783200 1.3316 100.618900 0.120300 1.470600 0.015200 -0.005500 ... 0.14561 530.9809 2.3259 9.9400 0.497300 0.008100 0.018600 0.009500 51.228700 -1.0
912 3093.570000 2492.270000 2210.277800 2120.576000 1.0700 95.108900 0.123000 1.352700 0.019800 0.007600 ... 0.08770 530.5682 2.1417 10.8700 0.499500 0.011200 0.013400 0.012100 90.457500 -1.0
913 2980.660000 2437.210000 2200.988900 1054.524000 1.3830 100.180000 0.120100 1.371300 0.010200 0.005800 ... 0.20820 532.8227 2.3242 11.7600 0.499300 0.011700 0.013400 0.012100 90.457500 -1.0
914 2977.290000 2471.500000 2214.788900 1687.460600 2.2073 97.337800 0.122600 1.507100 0.004500 -0.001100 ... 0.07730 531.8455 2.2544 8.6400 0.508000 0.016800 0.013400 0.012100 90.457500 1.0
915 3184.830000 2400.400000 2189.966700 1046.621200 0.8662 102.362200 0.120800 1.452600 -0.017500 -0.002800 ... 0.08770 526.6064 1.9339 10.0400 0.499700 0.011400 0.028000 0.007800 27.760100 -1.0
916 2998.010000 2479.770000 2189.966700 1046.621200 0.8662 102.362200 0.120800 1.395200 -0.019800 0.002600 ... 0.24870 528.0491 1.9226 8.6800 0.495800 0.011500 0.028000 0.007800 27.760100 -1.0
917 2973.560000 2536.680000 2189.966700 1046.621200 0.8662 102.362200 0.120800 1.388500 -0.009600 -0.003800 ... 0.08770 533.2855 2.0362 6.3200 0.498100 0.009200 0.028000 0.007800 27.760100 -1.0
918 3011.840000 2391.200000 2189.966700 1046.621200 0.8662 102.362200 0.120800 1.475600 -0.002500 0.002500 ... 0.08770 533.2855 2.0362 6.3200 0.494000 0.012300 0.028000 0.007800 27.760100 -1.0
919 3000.380000 2593.090000 2191.133300 2197.657000 1.1569 89.722200 0.125100 1.594700 0.014300 -0.006400 ... 0.14280 535.1345 2.1394 5.7300 0.499400 0.014700 0.028000 0.007800 27.760100 -1.0
920 2964.630000 2494.750000 2200.547318 1396.376627 1.3171 101.112908 0.121822 1.464600 0.002100 0.005900 ... 0.28400 536.4418 2.3416 6.6600 0.501900 0.012800 0.028000 0.007800 27.760100 -1.0
921 2990.580000 2506.560000 2194.377800 1265.171500 0.7588 100.183300 0.120400 1.586500 -0.019900 0.002100 ... 0.08940 529.5955 2.1619 8.0099 0.495000 0.012300 0.019500 0.014900 76.003500 -1.0
922 3007.000000 2572.620000 2213.211100 2070.714700 1.9705 101.492200 0.123200 1.444600 -0.005000 -0.000700 ... 0.21570 530.5682 2.1417 10.8700 0.498700 0.017200 0.019500 0.014900 76.003500 -1.0
923 2982.100000 2572.780000 2200.547318 1396.376627 1.3171 101.112908 0.121822 1.440600 -0.026500 -0.003300 ... 0.04930 532.9891 1.7784 7.5000 0.493900 0.021000 0.019500 0.014900 76.003500 -1.0
924 3091.760000 2391.560000 2200.955600 1287.353800 1.1259 90.114400 0.122400 1.610700 0.025000 0.012500 ... 0.08770 531.8455 2.2544 8.6400 0.508700 0.011600 0.015300 0.004800 31.017600 1.0
925 3013.660000 2526.440000 2185.211100 1141.630600 0.8447 100.597800 0.121700 1.533700 0.009000 0.005800 ... 0.08770 533.9718 2.5640 9.2800 0.501300 0.007600 0.015300 0.004800 31.017600 -1.0
926 2982.870000 2477.010000 2200.955600 1287.353800 1.1259 90.114400 0.122400 1.469500 0.007100 0.021500 ... 0.08770 531.8455 2.2544 8.6400 0.500300 0.010600 0.015300 0.004800 31.017600 1.0
927 3084.820000 2387.420000 2171.500000 1028.444000 0.7899 101.512200 0.122400 1.360300 -0.003100 0.008600 ... 0.08770 532.0973 2.1448 9.6000 0.501600 0.013000 0.015300 0.004800 31.017600 -1.0
928 2955.870000 2541.890000 2200.547318 1396.376627 1.3171 101.112908 0.121822 1.449300 -0.019400 -0.001800 ... 0.14280 534.0800 2.1203 10.3700 0.502300 0.014000 0.015300 0.004800 31.017600 -1.0
929 2914.860000 2465.110000 2210.277800 2120.576000 1.0700 95.108900 0.123000 1.581700 0.011800 0.000000 ... 0.08770 531.8455 2.2544 8.6400 0.502600 0.012100 0.015300 0.004800 31.017600 1.0
930 3037.620000 2431.930000 2194.955600 2341.783300 1.3171 101.492200 0.123100 1.448300 -0.010300 0.015100 ... 0.08770 530.9809 2.3259 9.9400 0.500700 0.013800 0.015300 0.004800 31.017600 -1.0
931 3097.630000 2461.580000 2194.955600 2341.783300 1.3171 101.492200 0.123100 1.534700 -0.025400 0.000400 ... 0.14280 532.8227 2.3242 11.7600 0.500200 0.013800 0.029900 0.011800 39.510800 -1.0
932 3084.230000 2433.670000 2194.955600 2341.783300 1.3171 101.492200 0.123100 1.305900 0.001300 -0.004500 ... 0.13290 533.2873 2.3473 10.9300 0.501300 0.011800 0.013400 0.015600 116.682600 -1.0
933 2919.840000 2484.900000 2213.211100 2070.714700 1.9705 101.492200 0.123200 1.445500 -0.021800 -0.006800 ... 0.08770 533.2873 2.3473 10.9300 0.499200 0.015000 0.013400 0.015600 116.682600 -1.0
934 3154.130000 2368.120000 2189.966700 1046.621200 0.8662 102.362200 0.120800 1.447800 -0.001700 0.007200 ... 0.22660 533.2855 2.0362 6.3200 0.500200 0.012200 0.013400 0.015600 116.682600 -1.0
935 3054.810000 2430.600000 2200.955600 1410.359900 1.3171 96.625600 0.118100 1.381300 0.002500 0.002800 ... 0.15000 532.0973 2.1448 9.6000 0.505600 0.011000 0.020500 0.012700 62.005600 -1.0
936 2913.400000 2496.010000 2227.244400 1129.873900 1.2803 102.795600 0.118800 1.631600 -0.019500 -0.000800 ... 0.20070 532.3982 2.2656 8.6500 0.499600 0.009500 0.020500 0.012700 62.005600 -1.0
937 3150.130000 2531.810000 2211.433400 2130.986200 1.1351 101.492200 0.123700 1.638300 -0.015400 0.005200 ... 0.07360 533.2873 2.3473 10.9300 0.502400 0.010500 0.020500 0.012700 62.005600 -1.0
938 3059.090000 2555.690000 2200.955600 1410.359900 1.3171 96.625600 0.118100 1.556900 0.009500 0.000700 ... 0.14280 530.5682 2.1417 10.8700 0.503900 0.021500 0.038800 0.034500 88.744300 -1.0
939 3076.810000 2521.250000 2195.500000 1027.515300 1.3548 105.837800 0.120300 1.597900 -0.010800 -0.010400 ... 0.18440 533.4773 2.2113 7.2800 0.504700 0.013800 0.038800 0.034500 88.744300 -1.0
940 3015.770000 2440.940000 2194.377800 1265.171500 0.7588 100.183300 0.120400 1.480200 -0.003800 0.013000 ... 0.08770 531.1709 2.2895 10.4400 0.495500 0.010800 0.038800 0.034500 88.744300 -1.0
941 2958.220000 2467.500000 2227.244400 1129.873900 1.2803 102.795600 0.118800 1.615700 -0.011200 0.013500 ... 0.08770 533.4773 2.2113 7.2800 0.501500 0.013400 0.023400 0.010200 43.569100 -1.0
942 2945.900000 2539.580000 2227.244400 1129.873900 1.2803 102.795600 0.118800 1.540100 0.003600 -0.003600 ... 0.05670 530.9809 2.3259 9.9400 0.501300 0.008600 0.005200 0.020300 72.023000 -1.0
943 3087.240000 2470.280000 2200.955600 1410.359900 1.3171 96.625600 0.118100 1.382400 -0.007000 0.001000 ... 0.14280 531.3346 2.2421 8.4900 0.505600 0.013100 0.005200 0.020300 72.023000 -1.0
944 2964.710000 2495.700000 2202.355600 1020.926400 0.8676 102.783300 0.120000 1.422600 -0.013000 0.006300 ... 0.08770 530.9809 2.3259 9.9400 0.501600 0.019700 0.005200 0.020300 72.023000 -1.0
945 2964.000000 2475.500000 2227.244400 1129.873900 1.2803 102.795600 0.118800 1.491000 -0.015900 0.008700 ... 0.14930 530.9809 2.3259 9.9400 0.498700 0.018600 0.005200 0.020300 72.023000 -1.0
946 2980.290000 2508.520000 2200.955600 1410.359900 1.3171 96.625600 0.118100 1.605700 0.002300 0.007000 ... 0.08770 532.5954 2.1606 10.5900 0.503400 0.016600 0.005200 0.020300 72.023000 -1.0
947 3048.930000 2451.820000 2197.322200 1586.947600 2.0983 97.626700 0.124900 1.511900 -0.008700 0.005100 ... 0.11340 530.3073 2.4103 8.0500 0.496400 0.012000 0.005200 0.020300 72.023000 -1.0
948 3055.290000 2498.910000 2200.547318 1396.376627 1.3171 101.112908 0.121822 1.432600 0.013800 -0.009600 ... 0.13670 534.9155 1.7591 9.0800 0.497600 0.013800 0.029500 0.024400 82.560400 -1.0
949 3001.530000 2540.070000 2200.955600 1410.359900 1.3171 96.625600 0.118100 1.531700 -0.003600 -0.004500 ... 0.08770 531.8455 2.2544 8.6400 0.501600 0.013000 0.029500 0.024400 82.560400 -1.0
950 3077.040000 2469.100000 2200.955600 1410.359900 1.3171 96.625600 0.118100 1.541000 0.021100 -0.003800 ... 0.24280 530.6746 2.0193 10.8000 0.496800 0.017300 0.040100 0.021900 54.560900 -1.0
951 3062.470000 2442.490000 2168.733300 999.592900 1.3739 104.854400 0.121700 1.549800 0.016800 0.005500 ... 0.08770 533.4773 2.2113 7.2800 0.503400 0.010900 0.020700 0.008400 40.836800 -1.0
952 3071.150000 2501.000000 2228.722200 1287.353800 1.7383 94.605600 0.124800 1.543100 -0.009300 0.010500 ... 0.14280 532.8227 2.3242 11.7600 0.500600 0.013300 0.022000 0.011000 50.118600 -1.0
953 3075.670000 2516.470000 2213.911100 1973.969000 1.2541 96.945600 0.123800 1.565100 -0.013100 -0.008500 ... 0.14280 531.1709 2.2895 10.4400 0.502200 0.016300 0.022000 0.011000 50.118600 -1.0
954 2971.860000 2528.730000 2204.500000 1768.198600 1.3398 91.851100 0.125700 1.457000 -0.006800 -0.007000 ... 0.11830 531.7509 2.3526 8.0900 0.498900 0.014600 0.022000 0.011000 50.118600 -1.0
955 2892.860000 2538.740000 2197.322200 1586.947600 2.0983 97.626700 0.124900 1.562000 0.006900 -0.002100 ... 0.08770 530.3073 2.4103 8.0500 0.499000 0.012800 0.020800 0.006600 31.874900 -1.0
956 2996.690000 2461.170000 2211.433400 2130.986200 1.1351 101.492200 0.123700 1.405600 0.001300 -0.002000 ... 0.20560 532.3982 2.2656 8.6500 0.501300 0.022700 0.020800 0.006600 31.874900 -1.0
957 2999.040000 2438.560000 2184.722200 1009.022100 1.3187 101.917800 0.121900 1.468400 -0.011600 -0.005300 ... 0.14280 536.3264 2.2421 7.7000 0.503900 0.010200 0.026000 0.026800 103.352000 -1.0
958 3037.980000 2370.440000 2168.733300 999.592900 1.3739 104.854400 0.121700 1.493800 0.007800 0.001000 ... 0.08770 531.8455 2.2544 8.6400 0.502800 0.015600 0.026000 0.026800 103.352000 -1.0
959 3024.670000 2620.960000 2206.144400 1876.989900 2.0607 95.951100 0.124600 1.564800 0.015300 -0.016500 ... 0.27080 533.3073 2.3490 10.1900 0.505000 0.022100 0.026000 0.026800 103.352000 -1.0
960 3034.430000 2586.860000 2197.322200 1586.947600 2.0983 97.626700 0.124900 1.584200 -0.014300 0.004900 ... 0.08770 533.4773 2.2113 7.2800 0.500000 0.011700 0.017800 0.011900 66.766800 -1.0
961 3044.390000 2526.850000 2211.433400 2130.986200 1.1351 101.492200 0.123700 1.365600 -0.025100 0.001800 ... 0.14280 531.3346 2.2421 8.4900 0.498100 0.009300 0.017800 0.011900 66.766800 -1.0
962 3040.480000 2512.030000 2206.144400 1876.989900 2.0607 95.951100 0.124600 1.624200 0.032700 -0.006100 ... 0.08770 530.9809 2.3259 9.9400 0.502600 0.012500 0.017400 0.027200 156.553200 -1.0
963 3082.050000 2447.430000 2210.277800 2120.576000 1.0700 95.108900 0.123000 1.536700 0.028500 0.011100 ... 0.27920 526.5336 2.6194 9.6000 0.497400 0.011600 0.017400 0.027200 156.553200 -1.0
964 3101.480000 2577.440000 2168.733300 999.592900 1.3739 104.854400 0.121700 1.604500 -0.008600 -0.003700 ... 0.16020 530.9809 2.3259 9.9400 0.500300 0.017300 0.021900 0.008800 40.432200 -1.0
965 2947.910000 2456.680000 2195.500000 1027.515300 1.3548 105.837800 0.120300 1.476500 0.010300 -0.004900 ... 0.15790 533.2855 2.0362 6.3200 0.498300 0.009600 0.021900 0.008800 40.432200 -1.0
966 2928.240000 2524.910000 2227.244400 1129.873900 1.2803 102.795600 0.118800 1.637300 -0.013900 0.006200 ... 0.09840 533.7718 2.2619 5.9700 0.499000 0.011800 0.021900 0.008800 40.432200 -1.0
967 3074.240000 2426.860000 2213.911100 1973.969000 1.2541 96.945600 0.123800 1.653900 -0.014900 -0.003900 ... 0.15580 530.9809 2.3259 9.9400 0.501500 0.011800 0.021900 0.008800 40.432200 -1.0
968 2941.850000 2462.750000 2172.311100 1202.534700 1.2955 101.355600 0.121200 1.407800 0.014600 -0.011200 ... 0.08770 530.3073 2.4103 8.0500 0.502400 0.010500 0.021900 0.008800 40.432200 -1.0
969 2945.050000 2469.590000 2204.500000 1768.198600 1.3398 91.851100 0.125700 1.378600 0.006900 0.002300 ... 0.14280 530.3073 2.4103 8.0500 0.503400 0.010600 0.021900 0.008800 40.432200 -1.0
970 3066.180000 2539.010000 2180.555600 1165.135100 0.7892 101.457800 0.122600 1.445400 0.017700 0.001700 ... 0.08770 531.3346 2.2421 8.4900 0.499900 0.017400 0.022300 0.015900 71.010800 -1.0
971 3087.640000 2403.240000 2197.322200 1586.947600 2.0983 97.626700 0.124900 1.431400 0.020000 0.006200 ... 0.14561 530.9809 2.3259 9.9400 0.498700 0.011200 0.022300 0.015900 71.010800 -1.0
972 3043.120000 2473.670000 2180.555600 1165.135100 0.7892 101.457800 0.122600 1.427600 0.012100 -0.005100 ... 0.08800 531.1709 2.2895 10.4400 0.499800 0.016600 0.022300 0.015900 71.010800 -1.0
973 2971.540000 2457.640000 2180.555600 1165.135100 0.7892 101.457800 0.122600 1.478500 0.027900 0.009200 ... 0.08770 532.7764 2.3109 6.8700 0.498600 0.008100 0.022300 0.015900 71.010800 -1.0
974 2931.170000 2467.400000 2206.144400 1876.989900 2.0607 95.951100 0.124600 1.592200 0.010500 -0.001100 ... 0.09920 531.0918 2.4015 10.1800 0.502400 0.009400 0.022300 0.015900 71.010800 -1.0
975 3055.540000 2508.880000 2168.733300 999.592900 1.3739 104.854400 0.121700 1.446100 0.019600 -0.012500 ... 0.08770 530.9809 2.3259 9.9400 0.505800 0.011200 0.022300 0.015900 71.010800 -1.0
976 2949.990000 2498.670000 2204.155500 1276.256500 0.7880 100.692200 0.119800 1.540000 -0.007100 -0.009500 ... 0.14280 533.9936 2.2318 8.2700 0.494600 0.011200 0.022300 0.015900 71.010800 -1.0
977 2927.940000 2481.520000 2206.577700 978.783200 1.3316 100.618900 0.120300 1.467500 -0.014600 0.000500 ... 0.16650 535.9636 2.2026 6.7700 0.494000 0.019900 0.034800 0.030300 86.974000 -1.0
978 3041.480000 2494.580000 2213.911100 1973.969000 1.2541 96.945600 0.123800 1.438000 -0.006200 -0.003300 ... 0.12960 533.2855 2.0362 6.3200 0.498100 0.012600 0.020000 0.007800 38.997600 -1.0
979 3188.900000 2445.410000 2213.911100 1973.969000 1.2541 96.945600 0.123800 1.656400 -0.013500 -0.000200 ... 0.16080 531.2973 1.9279 9.1200 0.496300 0.018000 0.023700 0.018700 78.629400 -1.0
980 3083.310000 2377.310000 2172.311100 1202.534700 1.2955 101.355600 0.121200 1.613600 -0.020100 0.000500 ... 0.20080 532.7455 1.7255 7.0400 0.503300 0.014600 0.020200 0.006900 34.179300 -1.0
981 3075.100000 2614.510000 2168.733300 999.592900 1.3739 104.854400 0.121700 1.557800 0.011000 0.000800 ... 0.08770 532.3982 2.2656 8.6500 0.498000 0.007700 0.020200 0.006900 34.179300 -1.0
982 3012.680000 2420.350000 2172.311100 1202.534700 1.2955 101.355600 0.121200 1.388500 0.001700 -0.011000 ... 0.08770 532.3982 2.2656 8.6500 0.505600 0.010000 0.020200 0.006900 34.179300 -1.0
983 2981.700000 2415.790000 2201.866600 1185.439600 1.3996 99.921100 0.119900 1.494700 -0.000300 0.007700 ... 0.08770 531.3346 2.2421 8.4900 0.499500 0.012500 0.020200 0.006900 34.179300 -1.0
984 3000.770000 2428.200000 2201.866600 1185.439600 1.3996 99.921100 0.119900 1.620200 -0.015800 -0.006500 ... 0.10010 529.8718 1.9408 6.3300 0.497000 0.009300 0.008800 0.012300 139.723700 -1.0
985 3058.910000 2498.770000 2200.955600 1410.359900 1.3171 96.625600 0.118100 1.543800 0.001400 -0.005700 ... 0.08770 532.1636 1.7199 8.9800 0.503700 0.009900 0.016200 0.005800 35.670200 -1.0
986 2999.960000 2510.240000 2206.144400 1876.989900 2.0607 95.951100 0.124600 1.417200 0.028500 -0.007800 ... 0.08770 532.8227 2.3242 11.7600 0.501500 0.011900 0.016200 0.005800 35.670200 -1.0
987 3079.440000 2395.390000 2209.088900 1459.473900 2.1612 98.901100 0.124200 1.533500 0.015800 -0.009500 ... 0.08770 530.9173 1.7153 7.3600 0.501700 0.018400 0.016200 0.005800 35.670200 -1.0
988 3011.840000 2347.020000 2202.355600 1854.763300 1.3593 103.237800 0.123900 1.392400 -0.011600 -0.013200 ... 0.08770 530.3073 2.4103 8.0500 0.498200 0.010700 0.016200 0.005800 35.670200 -1.0
989 2994.150000 2522.160000 2211.600000 2122.258000 1.4470 94.208900 0.124200 1.521500 -0.016400 0.010200 ... 0.08770 531.1982 2.2418 10.6300 0.499200 0.012200 0.017000 0.015000 88.375400 -1.0
990 3043.230000 2411.350000 2172.311100 1202.534700 1.2955 101.355600 0.121200 1.569800 0.014100 0.011100 ... 0.27940 533.3073 2.3490 10.1900 0.501700 0.015300 0.017000 0.015000 88.375400 -1.0
991 2940.530000 2517.420000 2206.144400 1876.989900 2.0607 95.951100 0.124600 1.443800 0.012000 -0.008300 ... 0.08770 533.3073 2.3490 10.1900 0.503400 0.012900 0.020000 0.020500 102.524100 -1.0
992 3040.060000 2520.630000 2201.866600 1185.439600 1.3996 99.921100 0.119900 1.609200 -0.033900 -0.004300 ... 0.18630 533.2873 2.3473 10.9300 0.498600 0.011100 0.020000 0.020500 102.524100 -1.0
993 2966.260000 2524.570000 2213.911100 1973.969000 1.2541 96.945600 0.123800 1.432300 0.010400 -0.019500 ... 0.08770 529.5955 2.1619 8.0099 0.496000 0.007100 0.020000 0.020500 102.524100 -1.0
994 3086.920000 2547.790000 2215.511100 2039.319600 1.2150 99.418900 0.123800 1.501700 0.017300 0.011100 ... 0.10990 532.3982 2.2656 8.6500 0.501200 0.012800 0.020000 0.020500 102.524100 -1.0
995 2982.400000 2528.210000 2200.547318 1396.376627 1.3171 101.112908 0.121822 1.480500 0.012300 0.000900 ... 0.08730 533.6364 2.2904 13.0900 0.501300 0.020800 0.020000 0.020500 102.524100 -1.0
996 2901.620000 2569.450000 2223.900000 1745.372400 1.9974 96.756700 0.124100 1.595000 -0.016300 0.006100 ... 0.08770 531.8455 2.2544 8.6400 0.500400 0.017400 0.020000 0.020500 102.524100 -1.0
997 3053.640000 2351.940000 2206.144400 1876.989900 2.0607 95.951100 0.124600 1.458700 0.028400 -0.007000 ... 0.17380 533.3073 2.3490 10.1900 0.499200 0.011100 0.026000 0.010700 41.227700 -1.0
998 2938.840000 2453.250000 2188.544400 1251.268800 0.7980 103.594400 0.119900 1.513600 0.022500 0.000400 ... 0.08770 532.4564 1.9432 11.6500 0.498400 0.011000 0.009600 0.019100 197.507700 -1.0
999 3045.110000 2444.870000 2215.177800 2192.186700 1.8829 101.492200 0.123700 1.419300 0.011300 -0.000700 ... 0.08770 530.5682 2.1417 10.8700 0.500800 0.019000 0.009600 0.019100 197.507700 -1.0
1000 3033.110000 2435.140000 2172.311100 1202.534700 1.2955 101.355600 0.121200 1.462000 -0.017200 -0.000700 ... 0.08770 530.9809 2.3259 9.9400 0.500600 0.014900 0.009600 0.019100 197.507700 -1.0
1001 3022.600000 2533.920000 2184.722200 1009.022100 1.3187 101.917800 0.121900 1.477200 0.028300 -0.007200 ... 0.08510 532.0973 2.1448 9.6000 0.501200 0.015300 0.009600 0.019100 197.507700 -1.0
1002 2976.580000 2495.160000 2215.511100 2039.319600 1.2150 99.418900 0.123800 1.614700 -0.013200 0.000900 ... 0.08770 530.5682 2.1417 10.8700 0.501000 0.012300 0.009600 0.019100 197.507700 -1.0
1003 2917.470000 2481.560000 2247.366600 1039.741000 1.3594 104.360000 0.117100 1.535100 0.003900 -0.004600 ... 0.08770 530.9809 2.3259 9.9400 0.503500 0.012900 0.009600 0.019100 197.507700 -1.0
1004 3071.030000 2483.660000 2215.511100 2039.319600 1.2150 99.418900 0.123800 1.472600 0.009500 -0.000900 ... 0.16830 529.5955 2.1619 8.0099 0.493600 0.007300 0.020500 0.017800 32.205800 -1.0
1005 2945.220000 2570.440000 2194.955600 2341.783300 1.3171 101.492200 0.123100 1.420700 0.008600 0.007100 ... 0.13660 532.3982 2.2656 8.6500 0.497600 0.016400 0.020500 0.017800 32.205800 -1.0
1006 3072.860000 2434.600000 2206.144400 1876.989900 2.0607 95.951100 0.124600 1.558700 0.003100 0.002400 ... 0.15880 533.3073 2.3490 10.1900 0.502500 0.012500 0.020500 0.017800 32.205800 -1.0
1007 3075.120000 2476.800000 2189.355600 1287.353800 2.1415 101.492200 0.124600 1.563100 0.008400 0.001400 ... 0.17270 533.1418 2.0876 10.5800 0.502000 0.015600 0.020500 0.017800 32.205800 -1.0
1008 3004.570000 2460.590000 2166.211100 894.861200 1.4073 105.625600 0.121900 1.383000 0.030500 0.001800 ... 0.13060 533.4773 2.2113 7.2800 0.495500 0.012600 0.016700 0.013200 79.108600 -1.0
1009 3055.470000 2423.380000 2226.311100 2252.153800 1.2295 92.617800 0.123900 1.594800 0.007700 -0.007800 ... 0.14280 530.3073 2.4103 8.0500 0.501400 0.009700 0.016700 0.013200 79.108600 -1.0
1010 2965.500000 2500.250000 2206.144400 1876.989900 2.0607 95.951100 0.124600 1.533200 0.009700 0.001400 ... 0.19440 533.3073 2.3490 10.1900 0.501500 0.016300 0.016700 0.013200 79.108600 -1.0
1011 2957.700000 2509.620000 2226.311100 2252.153800 1.2295 92.617800 0.123900 1.356100 0.004500 -0.001100 ... 0.14561 533.4773 2.2113 7.2800 0.502200 0.009200 0.016700 0.013200 79.108600 -1.0
1012 2992.400000 2590.800000 2223.900000 1745.372400 1.9974 96.756700 0.124100 1.551900 -0.027300 0.006300 ... 0.14280 531.1982 2.2418 10.6300 0.503900 0.015100 0.016700 0.013200 79.108600 -1.0
1013 2933.150000 2497.760000 2218.622300 1416.663100 1.9010 99.606700 0.126000 1.531400 -0.024100 -0.007600 ... 0.08770 529.8718 1.9408 6.3300 0.499900 0.009500 0.016700 0.013200 79.108600 -1.0
1014 3099.580000 2397.990000 2153.977800 1192.699400 1.3522 100.936700 0.122500 1.482300 -0.001200 0.000400 ... 0.08770 531.0518 1.8932 6.8000 0.503600 0.016400 0.016700 0.013200 79.108600 -1.0
1015 2990.680000 2449.840000 2172.311100 1202.534700 1.2955 101.355600 0.121200 1.461600 0.010600 -0.004600 ... 0.14561 530.9809 2.3259 9.9400 0.498700 0.012700 0.016700 0.013200 79.108600 -1.0
1016 3061.730000 2463.720000 2153.977800 1192.699400 1.3522 100.936700 0.122500 1.571400 -0.007300 0.017000 ... 0.08770 532.3982 2.0104 8.6500 0.504500 0.013200 0.016700 0.013200 79.108600 -1.0
1017 3053.340000 2353.230000 2211.600000 2122.258000 1.4470 94.208900 0.124200 1.541600 -0.025700 0.004100 ... 0.08770 533.2855 2.0362 6.3200 0.498200 0.011600 0.016700 0.013200 79.108600 -1.0
1018 2972.600000 2622.600000 2169.833400 1301.934800 0.8012 101.973300 0.121600 1.526400 -0.013000 -0.019200 ... 0.08770 533.9982 1.8821 7.4500 0.503600 0.013000 0.016700 0.013200 79.108600 -1.0
1019 3083.800000 2494.570000 2201.866600 1185.439600 1.3996 99.921100 0.119900 1.625500 -0.017200 -0.004900 ... 0.08770 531.1982 2.2418 10.6300 0.502500 0.014700 0.035200 0.010800 30.680600 -1.0
1020 2994.920000 2516.350000 2146.777800 1287.353800 0.9069 101.492200 0.122400 1.618700 0.002700 0.007700 ... 0.08770 530.3073 2.4103 8.0500 0.501000 0.013600 0.023700 0.009000 38.046700 -1.0
1021 3026.090000 2553.900000 2215.511100 2039.319600 1.2150 99.418900 0.123800 1.432800 0.005400 0.010500 ... 0.14510 529.5955 2.1619 8.0099 0.501200 0.014300 0.017100 0.007100 41.604700 -1.0
1022 2994.060000 2548.910000 2247.366600 1039.741000 1.3594 104.360000 0.117100 1.445900 0.017200 0.002800 ... 0.14280 529.8718 1.9408 6.3300 0.496400 0.013700 0.017100 0.007100 41.604700 -1.0
1023 2978.330000 2405.530000 2203.444500 1915.755800 1.2616 101.183300 0.126100 1.337600 0.020100 -0.005000 ... 0.08770 532.8227 2.3242 11.7600 0.500200 0.007500 0.012100 0.013900 114.415300 -1.0
1024 3044.470000 2361.710000 2192.555600 1908.553000 1.3766 96.140000 0.125800 1.360100 0.003100 -0.008000 ... 0.14280 529.5955 2.1619 8.0099 0.496500 0.012000 0.012100 0.013900 114.415300 -1.0
1025 2975.130000 2557.370000 2194.955500 1108.224600 1.2476 102.282200 0.120200 1.446500 0.009100 -0.001700 ... 0.19520 533.3391 1.9511 5.8500 0.494500 0.010900 0.011900 0.012300 103.584800 -1.0
1026 3014.070000 2554.210000 2226.066700 2073.638100 1.2717 95.748900 0.123800 1.442200 -0.001300 0.003100 ... 0.08770 529.5955 2.1619 8.0099 0.495700 0.014600 0.011900 0.012300 103.584800 -1.0
1027 3064.090000 2488.150000 2231.611100 2005.896600 1.2969 93.752200 0.123400 1.365000 0.003400 -0.006800 ... 0.08770 533.3073 2.3490 10.1900 0.502800 0.012700 0.011900 0.012300 103.584800 -1.0
1028 3070.160000 2561.210000 2247.366600 1039.741000 1.3594 104.360000 0.117100 1.527500 0.015900 0.016800 ... 0.13580 535.9636 2.2026 6.7700 0.502300 0.013300 0.026700 0.017400 65.160900 -1.0
1029 3017.860000 2584.790000 2169.833400 1301.934800 0.8012 101.973300 0.121600 1.537400 -0.034300 0.010100 ... 0.08770 531.8455 2.2544 8.6400 0.501000 0.011600 0.026700 0.017400 65.160900 1.0
1030 3073.480000 2467.180000 2200.200000 1121.187500 1.3171 103.897800 0.119100 1.401500 0.009500 -0.007000 ... 0.08770 528.7673 1.9809 6.9500 0.504600 0.006500 0.026700 0.017400 65.160900 -1.0
1031 3027.610000 2430.030000 2219.766700 2086.471000 1.3381 98.890000 0.123400 1.409000 0.016000 0.001800 ... 0.08770 530.1782 1.9155 10.7800 0.498400 0.013000 0.026700 0.017400 65.160900 -1.0
1032 2950.970000 2533.950000 2249.255600 2065.062400 2.1216 95.796700 0.122200 1.341800 -0.011200 0.001500 ... 0.08770 531.4064 2.0135 9.9600 0.506200 0.011700 0.026700 0.017400 65.160900 -1.0
1033 3093.120000 2500.900000 2219.766700 2086.471000 1.3381 98.890000 0.123400 1.411700 0.008700 -0.010800 ... 0.24050 529.8718 1.9408 6.3300 0.503800 0.013300 0.029200 0.031100 106.558200 -1.0
1034 2988.760000 2497.580000 2153.977800 1192.699400 1.3522 100.936700 0.122500 1.459000 -0.007400 -0.006000 ... 0.08770 530.1782 1.9155 10.7800 0.500100 0.009900 0.028200 0.021700 76.751000 -1.0
1035 2990.690000 2428.850000 2249.255600 2065.062400 2.1216 95.796700 0.122200 1.368200 -0.011000 -0.008500 ... 0.08770 530.1782 1.9155 10.7800 0.496400 0.010800 0.022900 0.018200 79.617000 -1.0
1036 2978.770000 2441.170000 2254.711100 1981.299900 2.1046 90.916700 0.122400 1.472600 0.004100 0.006000 ... 0.08770 529.5955 2.1619 8.0099 0.496600 0.007800 0.022900 0.018200 79.617000 -1.0
1037 3036.990000 2448.380000 2194.955500 1108.224600 1.2476 102.282200 0.120200 1.514900 0.002500 -0.006300 ... 0.20510 532.3982 2.0104 8.6500 0.494200 0.017200 0.022900 0.018200 79.617000 -1.0
1038 3006.750000 2517.090000 2254.711100 1981.299900 2.1046 90.916700 0.122400 1.590100 -0.007100 0.012700 ... 0.14280 531.0518 1.8932 6.8000 0.502000 0.011100 0.020500 0.024500 48.370800 -1.0
1039 2960.630000 2570.460000 2206.144400 1876.989900 2.0607 95.951100 0.124600 1.534100 0.035000 -0.006800 ... 0.08770 530.3073 2.4103 8.0500 0.493700 0.014600 0.043700 0.020000 45.701900 -1.0
1040 3021.610000 2440.290000 2227.222200 2043.587600 1.1892 95.526700 0.125300 1.533500 -0.008300 -0.009500 ... 0.08770 530.3073 2.4103 8.0500 0.500200 0.012300 0.043700 0.020000 45.701900 -1.0
1041 2960.560000 2465.420000 2213.911100 1973.969000 1.2541 96.945600 0.123800 1.600100 0.010500 -0.009900 ... 0.08770 529.5955 2.1619 8.0099 0.495600 0.012800 0.043700 0.020000 45.701900 -1.0
1042 2978.150000 2506.000000 2153.977800 1192.699400 1.3522 100.936700 0.122500 1.403500 0.022200 -0.001400 ... 0.14280 528.4045 1.9943 9.0100 0.501200 0.012300 0.043700 0.020000 45.701900 -1.0
1043 3053.480000 2498.910000 2231.611100 2005.896600 1.2969 93.752200 0.123400 1.421700 0.002900 -0.011900 ... 0.14561 529.8718 1.9408 6.3300 0.506800 0.013800 0.011000 0.009600 87.467700 -1.0
1044 3031.220000 2538.560000 2211.522200 1079.733600 0.8126 105.127800 0.119000 1.461500 -0.010900 0.014000 ... 0.08770 531.0518 1.8932 6.8000 0.499800 0.009700 0.025700 0.017400 67.612400 -1.0
1045 2935.340000 2551.270000 2200.955600 2148.539700 1.2317 93.677800 0.119900 1.413200 -0.031000 0.006900 ... 0.23130 532.8000 2.0925 6.2800 0.494100 0.017800 0.025700 0.017400 67.612400 -1.0
1046 2972.340000 2465.620000 2231.611100 2005.896600 1.2969 93.752200 0.123400 1.382400 0.004500 -0.006800 ... 0.22930 533.9718 1.9524 5.4400 0.496400 0.012500 0.025700 0.017400 67.612400 -1.0
1047 3051.680000 2505.270000 2219.766700 2086.471000 1.3381 98.890000 0.123400 1.324200 0.013000 -0.010200 ... 0.18670 533.9718 1.9524 5.4400 0.504400 0.017700 0.011100 0.019500 176.270900 -1.0
1048 3056.490000 2488.900000 2192.555600 1908.553000 1.3766 96.140000 0.125800 1.574500 0.005000 0.000600 ... 0.08770 533.2855 2.0362 6.3200 0.496300 0.012300 0.011100 0.019500 176.270900 -1.0
1049 3034.130000 2481.640000 2219.766700 2086.471000 1.3381 98.890000 0.123400 1.391000 0.008600 -0.001500 ... 0.19180 531.2973 1.9279 9.1200 0.502100 0.012900 0.027700 0.011600 41.671700 -1.0
1050 3090.720000 2408.280000 2226.066700 2073.638100 1.2717 95.748900 0.123800 1.494500 0.019500 -0.012000 ... 0.08770 532.4618 2.2425 10.2700 0.502300 0.013000 0.008400 0.009700 116.108800 -1.0
1051 3012.450000 2422.480000 2208.522200 1838.705400 1.1571 95.205600 0.124900 1.493900 0.009600 0.007100 ... 0.17440 533.9936 2.2318 8.2700 0.497900 0.012000 0.008400 0.009700 116.108800 -1.0
1052 2990.290000 2522.350000 2200.200000 1121.187500 1.3171 103.897800 0.119100 1.432000 0.014200 -0.017000 ... 0.08770 533.9982 1.8821 7.4500 0.504900 0.018100 0.008400 0.009700 116.108800 -1.0
1053 2997.670000 2446.470000 2147.111100 1081.875800 1.3550 103.277800 0.122600 1.444000 0.015900 -0.013500 ... 0.11960 529.8718 1.9408 6.3300 0.508400 0.016300 0.008400 0.009700 116.108800 -1.0
1054 3040.280000 2577.440000 2233.633400 1962.002600 1.2120 99.013300 0.122200 1.420000 0.015000 -0.001900 ... 0.21010 528.7673 1.9809 6.9500 0.497600 0.013000 0.008400 0.009700 116.108800 -1.0
1055 2995.730000 2515.830000 2231.611100 2005.896600 1.2969 93.752200 0.123400 1.413600 0.012900 -0.012500 ... 0.08770 529.5955 2.1619 8.0099 0.501100 0.010300 0.009000 0.016600 183.392800 -1.0
1056 2908.220000 2481.320000 2168.733300 999.592900 1.3739 104.854400 0.121700 1.529300 0.011500 -0.005300 ... 0.11670 532.3982 2.2656 8.6500 0.502800 0.013800 0.009000 0.016600 183.392800 -1.0
1057 3005.310000 2409.490000 2200.200000 1121.187500 1.3171 103.897800 0.119100 1.464900 0.007700 0.004600 ... 0.08770 528.4045 1.9943 9.0100 0.498000 0.011800 0.009000 0.016600 183.392800 -1.0
1058 3005.520000 2444.920000 2227.222200 2043.587600 1.1892 95.526700 0.125300 1.571200 -0.012100 0.005100 ... 0.10750 532.7764 2.3109 6.8700 0.505400 0.021300 0.033800 0.005800 17.226800 -1.0
1059 3011.840000 2398.660000 2147.111100 1081.875800 1.3550 103.277800 0.122600 1.467500 0.009500 0.005200 ... 0.14280 533.9936 2.2318 8.2700 0.500500 0.008800 0.018900 0.005900 31.025200 -1.0
1060 3063.640000 2519.770000 2231.611100 2005.896600 1.2969 93.752200 0.123400 1.370400 0.015200 -0.017000 ... 0.14480 531.8727 2.1285 8.0800 0.496500 0.015900 0.018900 0.005900 31.025200 -1.0
1061 3150.470000 2621.330000 2231.611100 2005.896600 1.2969 93.752200 0.123400 1.420200 0.015000 0.009400 ... 0.08770 528.4045 1.9943 9.0100 0.502700 0.014700 0.018900 0.005900 31.025200 -1.0
1062 3011.840000 2422.000000 2208.522200 1838.705400 1.1571 95.205600 0.124900 1.557500 0.004900 -0.020700 ... 0.08770 532.0109 2.0679 11.3500 0.502700 0.018400 0.018900 0.005900 31.025200 1.0
1063 2940.740000 2596.710000 2200.200000 1121.187500 1.3171 103.897800 0.119100 1.383600 0.013500 0.001300 ... 0.08770 532.4564 1.9432 11.6500 0.505300 0.023300 0.018900 0.005900 31.025200 -1.0
1064 2981.490000 2536.820000 2147.111100 1081.875800 1.3550 103.277800 0.122600 1.607500 0.009500 0.005900 ... 0.08770 528.4045 1.9943 9.0100 0.498300 0.009300 0.018900 0.005900 31.025200 -1.0
1065 3026.530000 2558.280000 2147.111100 1081.875800 1.3550 103.277800 0.122600 1.428600 0.011300 -0.005100 ... 0.24860 530.3073 2.4103 8.0500 0.497800 0.012100 0.041200 0.017600 42.697200 -1.0
1066 3054.950000 2531.780000 2178.588900 1135.354400 0.8614 103.702200 0.120500 1.349900 -0.000900 0.004400 ... 0.08770 530.7036 2.1207 8.4000 0.496200 0.012900 0.041200 0.017600 42.697200 -1.0
1067 3060.970000 2579.880000 2203.444500 1915.755800 1.2616 101.183300 0.126100 1.429300 0.019900 0.007600 ... 0.14280 531.0918 2.4015 10.1800 0.499600 0.011100 0.041200 0.017600 42.697200 -1.0
1068 2996.610000 2496.090000 2178.466700 993.190700 0.7649 104.626700 0.121500 1.453600 0.019200 -0.015200 ... 0.14561 532.6327 2.1085 7.7700 0.499700 0.014400 0.045500 0.007200 15.732700 -1.0
1069 2994.220000 2541.270000 2222.011100 1229.496400 0.7647 105.271100 0.118300 1.424300 0.005900 -0.003400 ... 0.19260 533.9718 1.9524 5.4400 0.497700 0.015700 0.045500 0.007200 15.732700 -1.0
1070 2945.660000 2572.150000 2185.100000 1201.049100 0.7821 105.848900 0.120800 1.390000 0.030200 -0.011200 ... 0.08770 529.6464 2.0320 5.8100 0.496700 0.018700 0.045500 0.007200 15.732700 -1.0
1071 3160.570000 2569.690000 2244.977800 2208.448300 1.9074 101.492200 0.121700 1.568800 0.018100 0.018000 ... 0.13590 530.7036 2.1207 8.4000 0.495300 0.015600 0.045500 0.007200 15.732700 -1.0
1072 3180.090000 2327.290000 2200.200000 1121.187500 1.3171 103.897800 0.119100 1.320900 -0.004000 -0.001300 ... 0.25920 530.3836 1.8367 10.3400 0.498700 0.011700 0.045500 0.007200 15.732700 -1.0
1073 3069.300000 2501.130000 2200.200000 1121.187500 1.3171 103.897800 0.119100 1.349600 -0.001800 -0.009400 ... 0.08770 528.7673 1.9809 6.9500 0.502100 0.016800 0.027600 0.016000 57.782400 -1.0
1074 3136.150000 2504.960000 2178.466700 993.190700 0.7649 104.626700 0.121500 1.423400 -0.017900 -0.006600 ... 0.08770 531.0418 2.0433 9.8200 0.496500 0.014700 0.027600 0.016000 57.782400 -1.0
1075 2988.210000 2490.260000 2219.766700 2086.471000 1.3381 98.890000 0.123400 1.382500 0.005000 0.001800 ... 0.14561 532.3982 2.0104 8.6500 0.501600 0.020600 0.027600 0.016000 57.782400 -1.0
1076 3068.670000 2517.040000 2258.277800 2073.076400 1.2329 96.947800 0.120800 1.352400 0.002000 -0.008800 ... 0.16680 532.7118 2.1958 8.7000 0.502400 0.021000 0.027600 0.016000 57.782400 -1.0
1077 3011.840000 2493.130000 2266.833300 2040.193700 1.6558 94.848900 0.121600 1.416200 0.002000 -0.013600 ... 0.08770 533.9718 1.9524 5.4400 0.499100 0.011900 0.027600 0.016000 57.782400 -1.0
1078 2936.510000 2483.290000 2266.833300 2040.193700 1.6558 94.848900 0.121600 1.410500 -0.026200 0.006400 ... 0.19150 531.4173 2.1444 6.7200 0.500400 0.015200 0.015600 0.009300 59.564400 -1.0
1079 3170.240000 2485.640000 2186.900000 936.432700 1.3493 104.336700 0.120600 1.352500 0.031300 -0.008800 ... 0.08770 531.0418 2.0433 9.8200 0.504000 0.014800 0.015600 0.009300 59.564400 -1.0
1080 3039.400000 2473.480000 2178.466700 993.190700 0.7649 104.626700 0.121500 1.428600 -0.014300 -0.017500 ... 0.15610 532.0064 1.9363 10.8900 0.501300 0.016200 0.015700 0.008100 51.510500 -1.0
1081 3078.200000 2573.390000 2187.666700 991.735800 1.2727 105.015600 0.121200 1.418200 -0.002900 0.014800 ... 0.08770 531.0364 2.1244 8.9700 0.505400 0.013800 0.011900 0.017300 145.319200 -1.0
1082 3010.300000 2421.700000 2249.255600 2065.062400 2.1216 95.796700 0.122200 1.481800 -0.008800 -0.006400 ... 0.05470 533.9718 1.9524 5.4400 0.498300 0.016700 0.011900 0.017300 145.319200 -1.0
1083 3016.340000 2538.440000 2266.833300 2040.193700 1.6558 94.848900 0.121600 1.361300 0.000600 0.010000 ... 0.08770 528.7673 1.9809 6.9500 0.502200 0.013200 0.020600 0.018500 89.906000 -1.0
1084 2978.960000 2495.850231 2250.366700 1847.092500 2.0218 91.058900 0.121400 1.380900 0.001300 -0.012400 ... 0.08770 531.0518 1.8932 6.8000 0.504500 0.011500 0.038900 0.017200 44.235500 -1.0
1085 2911.840000 2507.040000 2176.466700 1024.047700 1.2782 105.717800 0.120300 1.357300 0.016200 -0.009400 ... 0.28290 531.0364 2.1244 8.9700 0.499900 0.008800 0.038900 0.017200 44.235500 -1.0
1086 2888.580000 2481.370000 2200.200000 1121.187500 1.3171 103.897800 0.119100 1.434200 0.016800 -0.001000 ... 0.26030 531.9282 2.1096 10.4500 0.498000 0.020900 0.038900 0.017200 44.235500 -1.0
1087 3043.770000 2588.520000 2219.766700 2086.471000 1.3381 98.890000 0.123400 1.457500 0.009300 -0.007100 ... 0.08770 529.5955 2.1619 8.0099 0.500200 0.011100 0.016200 0.017200 106.544100 -1.0
1088 2888.900000 2553.540000 2187.666700 991.735800 1.2727 105.015600 0.121200 1.604000 -0.022600 0.007200 ... 0.14280 533.9718 1.9524 5.4400 0.496600 0.017900 0.016200 0.017200 106.544100 -1.0
1089 3059.680000 2463.230000 2227.977800 1287.353800 1.6656 101.492200 0.123900 1.436800 0.016200 -0.006400 ... 0.17830 531.0418 2.0433 9.8200 0.506600 0.011400 0.016200 0.017200 106.544100 -1.0
1090 3009.940000 2524.620000 2200.200000 1121.187500 1.3171 103.897800 0.119100 1.366100 0.011300 0.000400 ... 0.08770 528.4045 1.9943 9.0100 0.503200 0.013700 0.016200 0.017200 106.544100 -1.0
1091 2966.240000 2540.030000 2169.944400 1095.351900 1.3425 104.014400 0.120800 1.382500 -0.006200 0.010600 ... 0.23880 531.8136 2.0854 7.0100 0.498100 0.011700 0.019600 0.013700 70.030600 -1.0
1092 3186.160000 2498.910000 2169.944400 1095.351900 1.3425 104.014400 0.120800 1.475700 -0.010600 -0.004800 ... 0.14280 529.9445 1.9740 7.9100 0.502300 0.013800 0.022800 0.013200 57.703700 -1.0
1093 3162.140000 2498.910000 2169.944400 1095.351900 1.3425 104.014400 0.120800 1.463500 0.000400 0.001600 ... 0.08770 529.5182 2.1130 10.6500 0.500300 0.008200 0.018600 0.014600 78.062700 -1.0
1094 3018.330000 2438.580000 2169.944400 1095.351900 1.3425 104.014400 0.120800 1.458700 -0.002800 0.004400 ... 0.08770 529.9445 1.9740 7.9100 0.497200 0.016200 0.018600 0.014600 78.062700 -1.0
1095 3104.270000 2448.680000 2169.944400 1095.351900 1.3425 104.014400 0.120800 1.400700 -0.013300 0.002800 ... 0.16480 529.5182 2.1130 10.6500 0.496900 0.012500 0.018600 0.014600 78.062700 -1.0
1096 3062.780000 2491.310000 2266.833300 2040.193700 1.6558 94.848900 0.121600 1.390900 0.005300 -0.005500 ... 0.14300 530.2227 1.9126 9.3900 0.502100 0.011100 0.017900 0.007900 44.119400 -1.0
1097 3070.780000 2592.560000 2222.011100 1229.496400 0.7647 105.271100 0.118300 1.414500 0.020400 -0.005700 ... 0.16530 529.8718 1.9408 6.3300 0.506300 0.012400 0.017900 0.007900 44.119400 -1.0
1098 3072.440000 2458.090000 2179.111100 1305.826200 0.8117 103.503300 0.120300 1.383700 0.002400 -0.002600 ... 0.08770 529.6464 2.0320 5.8100 0.502500 0.014700 0.017900 0.007900 44.119400 -1.0
1099 3160.540000 2498.910000 2233.633400 1962.002600 1.2120 99.013300 0.122200 1.438100 0.008200 -0.005800 ... 0.08770 531.4591 1.9611 9.6600 0.498100 0.014200 0.017900 0.007900 44.119400 -1.0
1100 2880.580000 2489.760000 2256.600000 1287.353800 1.1384 101.492200 0.120500 1.611400 -0.001300 0.004300 ... 0.08770 531.0364 2.1244 8.9700 0.503200 0.011700 0.039800 0.020200 50.794900 -1.0
1101 3099.370000 2450.290000 2178.588900 1135.354400 0.8614 103.702200 0.120500 1.532300 0.017100 0.008100 ... 0.12420 531.4591 1.9611 9.6600 0.501500 0.014800 0.039800 0.020200 50.794900 -1.0
1102 2998.440000 2509.540000 2249.255600 2065.062400 2.1216 95.796700 0.122200 1.309600 0.018500 -0.005700 ... 0.26850 530.9364 1.9355 12.1000 0.497900 0.009600 0.020500 0.028000 35.100300 -1.0
1103 3065.120000 2627.290000 2249.255600 2065.062400 2.1216 95.796700 0.122200 1.372800 0.015100 -0.012300 ... 0.24520 533.9936 2.2318 8.2700 0.505600 0.011500 0.020500 0.028000 35.100300 -1.0
1104 3088.410000 2443.660000 2249.255600 2065.062400 2.1216 95.796700 0.122200 1.402100 -0.008500 -0.007800 ... 0.14280 529.8718 1.9408 6.3300 0.499000 0.013800 0.018200 0.020000 110.438400 -1.0
1105 3018.570000 2500.010000 2137.611100 950.572000 0.9199 105.188900 0.125100 1.338400 0.033600 -0.013600 ... 0.11160 532.3982 2.1186 11.1200 0.498100 0.010500 0.036800 0.017700 48.213200 -1.0
1106 3034.010000 2545.830000 2256.600000 1287.353800 1.1384 101.492200 0.120500 1.400400 0.022800 0.014100 ... 0.08770 532.3982 2.0104 8.6500 0.503100 0.013300 0.026000 0.014900 57.196400 -1.0
1107 2991.470000 2493.200000 2200.955600 2148.539700 1.2317 93.677800 0.119900 1.391700 -0.010300 -0.001800 ... 0.23140 531.0418 2.0433 9.8200 0.499400 0.014700 0.026000 0.014900 57.196400 -1.0
1108 3052.930000 2563.530000 2260.733300 1969.786700 1.2109 91.336700 0.120700 1.378200 0.011800 0.006700 ... 0.08770 530.2409 1.9614 11.5400 0.502100 0.011900 0.020500 0.031500 49.927400 -1.0
1109 2885.800000 2607.010000 2231.955500 1943.043500 1.2758 96.878900 0.122400 1.491200 0.000100 -0.006200 ... 0.17560 528.4045 1.9943 9.0100 0.495300 0.013100 0.020500 0.019800 23.840700 -1.0
1110 3151.800000 2571.060000 2244.977800 2208.448300 1.9074 101.492200 0.121700 1.450000 0.006300 0.009900 ... 0.19180 531.4591 1.9611 9.6600 0.506300 0.010900 0.020500 0.019800 23.840700 -1.0
1111 3010.830000 2501.260000 2158.700000 902.977900 1.3177 106.361100 0.122800 1.327300 -0.019000 0.000900 ... 0.27440 530.3745 2.1745 7.9300 0.498100 0.022100 0.020500 0.019800 23.840700 -1.0
1112 3135.880000 2578.760000 2227.977800 1287.353800 1.6656 101.492200 0.123900 1.384900 -0.006000 -0.000500 ... 0.12140 531.4591 1.9611 9.6600 0.501200 0.008100 0.025700 0.014800 156.462800 -1.0
1113 2916.930000 2424.520000 2231.955500 1943.043500 1.2758 96.878900 0.122400 1.582600 -0.008900 0.003500 ... 0.08770 530.3836 1.8367 10.3400 0.504200 0.010500 0.025700 0.014800 156.462800 -1.0
1114 2910.990000 2533.390000 2186.900000 936.432700 1.3493 104.336700 0.120600 1.395400 0.024600 -0.011700 ... 0.03050 530.2409 1.9614 11.5400 0.499700 0.014000 0.016900 0.023600 139.620900 -1.0
1115 3182.350000 2520.400000 2187.788800 1350.339500 0.7945 101.926700 0.120000 1.462900 -0.016400 -0.011400 ... 0.08770 528.7673 1.9809 6.9500 0.502300 0.017300 0.016900 0.023600 139.620900 -1.0
1116 3046.140000 2475.590000 2231.955500 1943.043500 1.2758 96.878900 0.122400 1.451100 -0.001700 0.003000 ... 0.08770 532.3982 2.0104 8.6500 0.496500 0.013200 0.015400 0.012300 79.940200 -1.0
1117 2983.560000 2595.740000 2206.144400 1876.989900 2.0607 95.951100 0.124600 1.480800 -0.006000 -0.003300 ... 0.12340 532.5954 2.1606 10.5900 0.503200 0.016000 0.015400 0.012300 79.940200 -1.0
1118 3052.220000 2496.490000 2219.766700 2086.471000 1.3381 98.890000 0.123400 1.308800 0.010500 -0.005900 ... 0.06690 531.4064 2.0135 9.9600 0.499600 0.011800 0.015400 0.012300 79.940200 -1.0
1119 3059.620000 2376.270000 2266.833300 2040.193700 1.6558 94.848900 0.121600 1.430300 0.004800 -0.004000 ... 0.08770 530.2409 1.9614 11.5400 0.502400 0.010500 0.015400 0.012300 79.940200 -1.0
1120 3002.820000 2450.490000 2269.255600 2023.433400 1.1215 91.640000 0.119400 1.404800 0.026600 0.000600 ... 0.08770 531.4591 1.9611 9.6600 0.496600 0.015300 0.008800 0.017900 202.590100 -1.0
1121 3038.680000 2512.100000 2182.622200 1209.509200 0.8975 104.668900 0.122600 1.478200 0.006900 0.002400 ... 0.08770 529.9445 1.9740 7.9100 0.498400 0.015300 0.019200 0.014800 72.023000 -1.0
1122 2935.990000 2577.580000 2200.955600 2148.539700 1.2317 93.677800 0.119900 1.404000 -0.002500 -0.000700 ... 0.25890 529.0200 1.9969 9.8200 0.496300 0.018800 0.024700 0.008700 35.398800 -1.0
1123 3030.880000 2398.400000 2211.433400 2130.986200 1.1351 101.492200 0.123700 1.423300 -0.004900 0.002100 ... 0.13150 532.3982 2.2656 8.6500 0.499700 0.013400 0.024700 0.008700 35.398800 -1.0
1124 3033.320000 2562.200000 2221.977800 1287.353800 1.2596 101.492200 0.121900 1.407800 0.005200 0.000400 ... 0.21970 532.0064 1.9363 10.8900 0.501600 0.014800 0.047200 0.032700 69.299400 -1.0
1125 3180.230000 2517.210000 2147.111100 1081.875800 1.3550 103.277800 0.122600 1.381300 0.013700 -0.009600 ... 0.16670 531.4064 2.0135 9.9600 0.497900 0.012000 0.027700 0.004700 16.928300 -1.0
1126 3038.740000 2432.830000 2222.011100 1229.496400 0.7647 105.271100 0.118300 1.479600 0.000400 -0.004200 ... 0.12440 528.4045 1.9943 9.0100 0.502300 0.013800 0.025800 0.011700 45.390800 -1.0
1127 3011.840000 2476.100000 2200.955600 2148.539700 1.2317 93.677800 0.119900 1.545600 -0.028500 -0.016600 ... 0.15570 531.4591 1.9611 9.6600 0.502600 0.014200 0.025800 0.011700 45.390800 -1.0
1128 3041.090000 2630.420000 2193.355500 1087.737900 1.2169 104.477800 0.119500 1.485400 0.017300 -0.009500 ... 0.19350 531.4064 2.0135 9.9600 0.502300 0.012900 0.025800 0.011700 45.390800 -1.0
1129 3078.170000 2450.310000 2260.733300 1969.786700 1.2109 91.336700 0.120700 1.402200 0.020900 -0.002700 ... 0.20170 532.6327 2.1085 7.7700 0.501300 0.015200 0.027200 0.017100 62.765500 -1.0
1130 2995.260000 2447.220000 2185.100000 1201.049100 0.7821 105.848900 0.120800 1.360800 0.025000 -0.006000 ... 0.08770 529.5955 2.1619 8.0099 0.504800 0.013200 0.027200 0.017100 62.765500 -1.0
1131 2939.590000 2567.480000 2165.033300 926.810300 1.3455 102.106700 0.123900 1.469300 0.002200 0.004700 ... 0.08770 530.7036 2.1207 8.4000 0.501400 0.014600 0.027200 0.017100 62.765500 -1.0
1132 2938.900000 2532.400000 2221.977800 1287.353800 1.2596 101.492200 0.121900 1.465800 -0.016700 -0.001000 ... 0.16360 531.0009 1.8299 13.2800 0.496000 0.013100 0.025600 0.009800 38.172700 -1.0
1133 3011.840000 2485.800000 2137.611100 950.572000 0.9199 105.188900 0.125100 1.594700 -0.011200 0.002500 ... 0.08770 529.9445 1.9740 7.9100 0.499600 0.014000 0.025600 0.009800 38.172700 -1.0
1134 3056.650000 2427.200000 2266.833300 2040.193700 1.6558 94.848900 0.121600 1.466900 -0.008000 -0.017300 ... 0.07600 530.2418 2.4302 9.7100 0.502900 0.018400 0.018900 0.006000 31.620900 -1.0
1135 3013.150000 2573.370000 2222.011100 1229.496400 0.7647 105.271100 0.118300 1.404800 0.001800 0.004900 ... 0.14280 528.7673 1.9809 6.9500 0.500400 0.010800 0.016700 0.018200 108.903100 -1.0
1136 3074.580000 2452.150000 2221.977800 1287.353800 1.2596 101.492200 0.121900 1.592700 -0.022700 0.005900 ... 0.08770 529.6464 2.0320 5.8100 0.497800 0.010000 0.039200 0.007600 19.511500 -1.0
1137 2895.090000 2552.960000 2260.733300 1969.786700 1.2109 91.336700 0.120700 1.413500 0.028300 -0.006500 ... 0.12000 531.0364 2.1244 8.9700 0.499600 0.018700 0.039200 0.007600 19.511500 -1.0
1138 2939.800000 2605.970000 2231.611100 2005.896600 1.2969 93.752200 0.123400 1.425900 0.008500 -0.022800 ... 0.14280 528.4045 1.9943 9.0100 0.498100 0.013800 0.039200 0.007600 19.511500 -1.0
1139 3052.440000 2628.680000 2231.611100 2005.896600 1.2969 93.752200 0.123400 1.420000 0.007000 -0.007700 ... 0.08770 530.5682 2.1417 10.8700 0.502000 0.010900 0.020500 0.017200 83.585100 -1.0
1140 2972.000000 2555.270000 2200.547318 1396.376627 1.3171 101.112908 0.121822 1.531900 0.018400 0.003800 ... 0.19810 530.7318 2.2877 9.6300 0.505500 0.022500 0.020500 0.017200 83.585100 -1.0
1141 2952.570000 2552.650000 2243.855600 2209.087100 2.1422 89.494400 0.121600 1.441100 0.000200 -0.003800 ... 0.24340 526.7564 2.2090 7.7700 0.502800 0.013800 0.028900 0.009600 33.314700 -1.0
1142 3031.010000 2431.120000 2168.700000 895.584900 0.8484 108.012200 0.124100 1.430900 0.008800 0.000400 ... 0.13770 528.7673 1.9809 6.9500 0.504200 0.009400 0.028900 0.009600 33.314700 -1.0
1143 3037.200000 2456.060000 2178.588900 1135.354400 0.8614 103.702200 0.120500 1.422400 -0.004200 -0.002100 ... 0.08770 528.7673 1.9809 6.9500 0.501000 0.009800 0.028900 0.009600 33.314700 -1.0
1144 2882.220000 2518.890000 2254.866700 2347.909200 1.2986 101.492200 0.120500 1.460000 0.002900 0.013300 ... 0.14280 532.3982 2.1186 11.1200 0.498400 0.015500 0.027500 0.010800 39.103200 1.0
1145 3063.690000 2382.180000 2244.500000 1830.277100 1.2287 90.008900 0.120700 1.378900 0.034300 -0.001900 ... 0.24160 530.3364 2.0270 9.9200 0.500600 0.012000 0.027500 0.010800 39.103200 -1.0
1146 2996.480000 2495.580000 2158.700000 902.977900 1.3177 106.361100 0.122800 1.339500 -0.026100 -0.004000 ... 0.16630 531.4173 2.1444 6.7200 0.503400 0.018000 0.027500 0.010800 39.103200 -1.0
1147 2983.510000 2522.770000 2244.500000 1830.277100 1.2287 90.008900 0.120700 1.373700 -0.022000 0.016300 ... 0.08770 530.7036 2.1207 8.4000 0.499900 0.017800 0.027500 0.010800 39.103200 -1.0
1148 3011.840000 2512.140000 2165.033300 926.810300 1.3455 102.106700 0.123900 1.420500 0.000100 0.006300 ... 0.08770 529.6464 2.0320 5.8100 0.498000 0.010700 0.027500 0.010800 39.103200 -1.0
1149 3054.520000 2499.040000 2165.033300 926.810300 1.3455 102.106700 0.123900 1.526300 -0.002800 -0.000100 ... 0.12040 532.0064 1.9363 10.8900 0.505200 0.011600 0.027500 0.010800 39.103200 -1.0
1150 3035.180000 2438.110000 2185.100000 1201.049100 0.7821 105.848900 0.120800 1.410200 0.021500 -0.005600 ... 0.14280 531.7491 1.9611 7.8700 0.502400 0.015700 0.027500 0.010800 39.103200 -1.0
1151 2965.730000 2539.500000 2228.944500 1502.782100 1.2895 100.686700 0.123500 1.479700 -0.004700 -0.005600 ... 0.08770 530.2409 1.9614 11.5400 0.501400 0.012100 0.027500 0.010800 39.103200 1.0
1152 3111.430000 2528.730000 2260.733300 1969.786700 1.2109 91.336700 0.120700 1.414400 0.003300 -0.003500 ... 0.17690 530.2409 1.9614 11.5400 0.499000 0.013600 0.035400 0.018100 51.069500 -1.0
1153 3005.050000 2510.260000 2168.700000 895.584900 0.8484 108.012200 0.124100 1.536600 0.017600 -0.007300 ... 0.16530 529.9445 1.9740 7.9100 0.499300 0.013300 0.035400 0.018100 51.069500 -1.0
1154 3171.540000 2435.850000 2168.700000 895.584900 0.8484 108.012200 0.124100 1.398100 -0.035100 -0.009600 ... 0.08770 530.3364 2.0270 9.9200 0.504100 0.009100 0.035400 0.018100 51.069500 -1.0
1155 2990.360000 2563.280000 2209.955500 2325.172700 2.1685 101.492200 0.122200 1.437700 -0.012500 -0.019900 ... 0.08770 530.3364 2.0270 9.9200 0.500200 0.014800 0.035400 0.018100 51.069500 -1.0
1156 3023.370000 2574.380000 2179.111100 1305.826200 0.8117 103.503300 0.120300 1.486800 0.000500 0.003800 ... 0.20850 531.0418 2.0433 9.8200 0.504000 0.014600 0.035400 0.018100 51.069500 -1.0
1157 3011.840000 2397.740000 2175.122200 1004.502900 1.2964 105.968900 0.124900 1.440000 0.010800 0.002900 ... 0.08770 531.8136 2.0854 7.0100 0.500700 0.015000 0.035400 0.018100 51.069500 -1.0
1158 3026.070000 2449.840000 2170.744400 1128.079100 1.3753 104.298900 0.124600 1.590500 -0.014200 -0.010000 ... 0.13450 532.6327 2.1085 7.7700 0.499200 0.011100 0.035400 0.018100 51.069500 -1.0
1159 2932.100000 2365.170000 2228.944500 1502.782100 1.2895 100.686700 0.123500 1.356100 0.001400 -0.007300 ... 0.12580 531.7491 1.9611 7.8700 0.501500 0.013700 0.035400 0.018100 51.069500 -1.0
1160 3035.890000 2412.640000 2243.855600 2209.087100 2.1422 89.494400 0.121600 1.403300 0.023200 -0.003500 ... 0.08770 530.1782 1.9155 10.7800 0.500400 0.011100 0.035400 0.018100 51.069500 -1.0
1161 3098.020000 2401.500000 2244.500000 1830.277100 1.2287 90.008900 0.120700 1.362500 -0.001500 0.016300 ... 0.08770 528.7673 1.9809 6.9500 0.500400 0.013100 0.011900 0.008900 74.372000 -1.0
1162 2982.890000 2558.880000 2182.022200 939.385100 1.3267 103.197800 0.120700 1.553500 -0.006100 -0.011700 ... 0.23740 530.2409 1.9614 11.5400 0.503900 0.014600 0.005000 0.014800 72.023000 -1.0
1163 3094.570000 2492.720000 2188.511100 940.222800 0.8673 105.867800 0.123200 1.408000 -0.013800 0.004300 ... 0.08770 532.0064 1.9363 10.8900 0.503500 0.013300 0.005000 0.014800 72.023000 -1.0
1164 3023.950000 2462.090000 2175.122200 1004.502900 1.2964 105.968900 0.124900 1.589200 -0.021200 0.006100 ... 0.12970 529.9445 1.9740 7.9100 0.501800 0.016900 0.012300 0.028100 72.023000 -1.0
1165 3065.480000 2539.610000 2175.122200 1004.502900 1.2964 105.968900 0.124900 1.511000 0.001100 -0.001600 ... 0.25350 530.7036 2.1207 8.4000 0.502000 0.009500 0.026900 0.020700 77.204700 -1.0
1166 3020.290000 2452.100000 2241.177800 1521.198700 1.3349 98.590000 0.121700 1.343500 0.007100 -0.001900 ... 0.08770 529.5182 2.1130 10.6500 0.502900 0.015300 0.026900 0.020700 77.204700 -1.0
1167 3010.750000 2523.210000 2175.122200 1004.502900 1.2964 105.968900 0.124900 1.405300 -0.015100 0.001000 ... 0.15930 529.2673 2.0421 8.9400 0.497800 0.013500 0.026900 0.020700 77.204700 -1.0
1168 3070.940000 2502.420000 2170.744400 1128.079100 1.3753 104.298900 0.124600 1.481200 -0.015500 -0.005800 ... 0.19890 531.0009 1.8299 13.2800 0.503300 0.012200 0.023000 0.018100 78.877800 -1.0
1169 3003.050000 2508.940000 2228.944500 1502.782100 1.2895 100.686700 0.123500 1.476000 -0.017500 -0.008400 ... 0.14280 529.5182 2.0770 8.9900 0.498300 0.011500 0.012600 0.011500 91.672900 -1.0
1170 3011.840000 2595.700000 2168.700000 895.584900 0.8484 108.012200 0.124100 1.354800 -0.006100 0.001500 ... 0.18030 530.3364 2.0270 9.9200 0.503300 0.013900 0.020500 0.023300 22.623100 -1.0
1171 3169.930000 2618.120000 2183.055600 1257.111800 0.9762 102.995600 0.123100 1.447600 0.002300 0.001400 ... 0.08770 529.9445 1.9740 7.9100 0.500700 0.019200 0.020500 0.023300 22.623100 -1.0
1172 3044.340000 2585.920000 2241.177800 1521.198700 1.3349 98.590000 0.121700 1.430600 -0.016300 0.000400 ... 0.08770 529.6464 2.0320 5.8100 0.506700 0.011600 0.020500 0.023300 22.623100 -1.0
1173 3025.070000 2391.870000 2182.622200 1209.509200 0.8975 104.668900 0.122600 1.364400 0.023700 -0.017400 ... 0.10200 531.0364 2.1244 8.9700 0.504600 0.010700 0.020500 0.023300 22.623100 -1.0
1174 3011.840000 2464.450000 2215.022200 1548.941900 1.2557 96.790000 0.122500 1.545900 -0.036800 -0.000200 ... 0.19820 532.3982 2.1186 11.1200 0.506000 0.008400 0.020500 0.023300 22.623100 -1.0
1175 2939.730000 2546.740000 2175.255600 1022.166000 1.2833 100.622200 0.125000 1.510600 -0.016500 0.006300 ... 0.08770 532.3982 2.1186 11.1200 0.504100 0.015900 0.028900 0.003200 10.942500 -1.0
1176 3097.210000 2418.410000 2213.344400 1731.152700 2.1197 96.158900 0.122000 1.528900 -0.027300 -0.000300 ... 0.08770 528.0491 2.1169 8.9900 0.499600 0.011000 0.028900 0.003200 10.942500 -1.0
1177 2960.580000 2453.340000 2175.255600 1022.166000 1.2833 100.622200 0.125000 1.571200 -0.011900 0.006000 ... 0.14490 531.8136 2.0854 7.0100 0.500900 0.015100 0.019000 0.015000 78.652500 -1.0
1178 2923.360000 2503.520000 2186.900000 936.432700 1.3493 104.336700 0.120600 1.405500 0.024400 -0.007400 ... 0.21150 532.3273 2.3967 10.5700 0.502700 0.014500 0.019000 0.015000 78.652500 -1.0
1179 2953.290000 2496.320000 2215.022200 1548.941900 1.2557 96.790000 0.122500 1.438200 -0.018200 0.003200 ... 0.08770 529.9445 1.9740 7.9100 0.496200 0.017100 0.019000 0.015000 78.652500 -1.0
1180 3093.460000 2479.170000 2221.366700 1287.353800 1.2667 88.657800 0.122000 1.353700 0.013400 -0.003900 ... 0.08770 529.9445 1.9740 7.9100 0.500600 0.014800 0.019000 0.015000 78.652500 -1.0
1181 2997.330000 2472.600000 2221.566700 1593.348500 1.9170 100.745600 0.122700 1.392900 -0.000400 0.005900 ... 0.20390 529.9445 1.9740 7.9100 0.500200 0.011300 0.019000 0.015000 78.652500 -1.0
1182 3093.160000 2631.920000 2260.222200 1602.236900 1.2100 97.146700 0.119600 1.414600 -0.026000 -0.000400 ... 0.08770 531.3036 1.9250 9.4500 0.497900 0.011300 0.023300 0.013800 59.120100 -1.0
1183 2958.480000 2611.650000 2188.511100 940.222800 0.8673 105.867800 0.123200 1.492500 -0.001300 -0.002000 ... 0.22650 531.5200 1.9170 9.7500 0.498700 0.010600 0.023300 0.013800 59.120100 -1.0
1184 3011.840000 2490.630000 2226.544400 1299.069400 1.9946 98.524400 0.121700 1.463400 -0.000500 -0.007700 ... 0.08770 528.5973 2.2200 6.2400 0.502800 0.008300 0.023300 0.013800 59.120100 -1.0
1185 2904.260000 2500.850000 2231.955500 1943.043500 1.2758 96.878900 0.122400 1.610500 -0.018400 0.002300 ... 0.23550 533.9936 2.2318 8.2700 0.496800 0.016700 0.023300 0.013800 59.120100 1.0
1186 3049.970000 2441.120000 2263.322200 1383.833400 1.3171 101.492200 0.119600 1.379200 0.005400 0.003900 ... 0.08770 531.8455 2.2544 8.6400 0.505300 0.015900 0.026200 0.010400 39.552800 -1.0
1187 2935.840000 2549.210000 2241.177800 1521.198700 1.3349 98.590000 0.121700 1.340600 0.000600 -0.003900 ... 0.11710 529.9445 1.9740 7.9100 0.498200 0.008800 0.026200 0.010400 39.552800 -1.0
1188 3045.880000 2603.920000 2243.855600 2209.087100 2.1422 89.494400 0.121600 1.392800 0.036100 -0.014100 ... 0.08770 532.0109 2.0679 11.3500 0.502900 0.009300 0.026200 0.010400 39.552800 -1.0
1189 3011.840000 2534.160000 2244.977800 2208.448300 1.9074 101.492200 0.121700 1.430400 0.021400 0.010500 ... 0.14280 529.6464 2.0320 5.8100 0.504200 0.010800 0.026200 0.010400 39.552800 1.0
1190 3011.840000 2498.910000 2228.944500 1502.782100 1.2895 100.686700 0.123500 1.379100 -0.030400 -0.007700 ... 0.27740 531.5200 1.9170 9.7500 0.499600 0.010200 0.026200 0.010400 39.552800 -1.0
1191 3105.060000 2498.910000 2241.177800 1521.198700 1.3349 98.590000 0.121700 1.501600 -0.001100 -0.001400 ... 0.08770 530.3364 2.0270 9.9200 0.502700 0.010600 0.026200 0.010400 39.552800 -1.0
1192 2890.830000 2474.900000 2172.111100 999.571600 1.2689 103.363300 0.125000 1.325300 -0.016700 -0.008500 ... 0.08770 532.1636 1.7199 8.9800 0.506900 0.013700 0.026200 0.010400 39.552800 -1.0
1193 2973.080000 2514.520000 2222.011100 1229.496400 0.7647 105.271100 0.118300 1.446200 -0.035400 -0.002900 ... 0.28100 533.9718 1.9524 5.4400 0.497000 0.007600 0.026200 0.010400 39.552800 -1.0
1194 2952.230000 2485.730000 2260.222200 1602.236900 1.2100 97.146700 0.119600 1.435900 -0.006800 0.005800 ... 0.08770 531.0364 2.1244 8.9700 0.496400 0.013800 0.026200 0.010400 39.552800 -1.0
1195 3036.320000 2449.590000 2232.077800 1606.354800 2.1498 98.004400 0.121400 1.551700 -0.023000 -0.002600 ... 0.08770 529.6464 2.0320 5.8100 0.504500 0.013600 0.022300 0.010500 47.069000 -1.0
1196 2942.640000 2567.330000 2231.955500 1943.043500 1.2758 96.878900 0.122400 1.575500 -0.007200 0.008700 ... 0.18770 531.0182 1.8610 9.2100 0.505600 0.015800 0.022300 0.010500 47.069000 -1.0
1197 3050.710000 2512.440000 2170.744400 1128.079100 1.3753 104.298900 0.124600 1.532300 0.013300 0.006600 ... 0.24780 530.5109 1.9739 12.0700 0.497100 0.010500 0.022300 0.010500 47.069000 -1.0
1198 3075.320000 2491.070000 2185.100000 1201.049100 0.7821 105.848900 0.120800 1.400200 -0.015100 -0.000600 ... 0.08770 529.6464 2.0320 5.8100 0.497400 0.012800 0.022300 0.010500 47.069000 -1.0
1199 3030.560000 2530.990000 2183.055600 1257.111800 0.9762 102.995600 0.123100 1.389200 0.002300 0.004200 ... 0.14280 531.4591 1.9611 9.6600 0.496900 0.013400 0.007600 0.009900 130.009500 -1.0
1200 2972.060000 2491.010000 2218.777800 2080.608500 2.1254 91.021100 0.122900 1.397900 -0.011800 -0.001300 ... 0.15580 531.0009 1.8299 13.2800 0.501900 0.017800 0.007600 0.009900 130.009500 -1.0
1201 3095.020000 2501.260000 2188.511100 940.222800 0.8673 105.867800 0.123200 1.529900 -0.010000 -0.000700 ... 0.08770 530.5109 1.9739 12.0700 0.500800 0.010300 0.034300 0.014000 40.650200 -1.0
1202 2943.490000 2462.850000 2260.222200 1602.236900 1.2100 97.146700 0.119600 1.502200 -0.003400 0.011800 ... 0.13570 531.3036 1.9250 9.4500 0.496800 0.017300 0.019400 0.021100 108.572100 -1.0
1203 3002.150000 2486.940000 2218.777800 2080.608500 2.1254 91.021100 0.122900 1.409300 -0.001000 -0.004500 ... 0.08770 531.4591 1.9611 9.6600 0.500800 0.011200 0.019300 0.009100 47.075400 -1.0
1204 3051.880000 2501.910000 2239.722200 1604.748800 1.1871 96.910000 0.122200 1.399300 0.001800 -0.011600 ... 0.08770 531.8827 1.9109 6.9000 0.501400 0.014900 0.019300 0.009100 47.075400 -1.0
1205 2979.970000 2454.380000 2227.977800 1287.353800 1.6656 101.492200 0.123900 1.352300 -0.001500 -0.001200 ... 0.08770 528.4045 1.9943 9.0100 0.503000 0.010800 0.010600 0.017800 166.849800 -1.0
1206 3024.750000 2587.370000 2269.255600 2023.433400 1.1215 91.640000 0.119400 1.408800 0.023500 0.012000 ... 0.08770 531.5418 2.2320 7.5700 0.498900 0.016700 0.010600 0.017800 166.849800 -1.0
1207 3025.090000 2548.760000 2209.955500 2325.172700 2.1685 101.492200 0.122200 1.457300 0.029400 -0.004200 ... 0.08770 530.7036 2.1207 8.4000 0.503500 0.018000 0.037900 0.015500 40.876500 -1.0
1208 3011.840000 2572.850000 2178.588900 1135.354400 0.8614 103.702200 0.120500 1.384600 0.007800 0.009700 ... 0.08770 531.7491 1.9611 7.8700 0.499400 0.010500 0.026400 0.012800 48.477400 -1.0
1209 3093.050000 2522.030000 2170.744400 1128.079100 1.3753 104.298900 0.124600 1.369400 -0.005400 -0.007400 ... 0.11960 530.7036 2.1207 8.4000 0.499200 0.015800 0.026400 0.012800 48.477400 -1.0
1210 3021.250000 2473.650000 2221.366700 1287.353800 1.2667 88.657800 0.122000 1.372800 0.016200 0.003300 ... 0.12340 529.9445 1.9740 7.9100 0.499900 0.013500 0.026400 0.012800 48.477400 -1.0
1211 3037.630000 2524.130000 2194.955500 1108.224600 1.2476 102.282200 0.120200 1.396900 -0.007400 -0.015200 ... 0.14561 533.9936 2.2318 8.2700 0.503300 0.013800 0.028400 0.020900 73.512000 1.0
1212 3070.430000 2446.380000 2255.522200 1763.073900 1.2226 101.587800 0.120000 1.612200 -0.017100 0.007800 ... 0.08770 531.5636 2.0805 9.0300 0.498300 0.011300 0.021200 0.008700 41.061100 -1.0
1213 3011.840000 2498.910000 2172.811100 969.343600 1.2736 102.736700 0.124300 1.474100 -0.014200 -0.006000 ... 0.21410 531.8100 1.9298 7.9900 0.506300 0.009700 0.019500 0.011700 59.846200 -1.0
1214 2924.320000 2629.960000 2172.811100 969.343600 1.2736 102.736700 0.124300 1.498900 -0.004100 0.002100 ... 0.14280 528.5973 2.2200 6.2400 0.507100 0.008800 0.008500 0.006400 74.602700 -1.0
1215 3051.020000 2565.730000 2165.533300 994.373700 0.7992 102.937800 0.124700 1.539100 0.009000 -0.007400 ... 0.10320 531.1982 2.2418 10.6300 0.501700 0.010200 0.008500 0.006400 74.602700 -1.0
1216 3031.850000 2439.420000 2172.811100 969.343600 1.2736 102.736700 0.124300 1.471100 0.003300 -0.002000 ... 0.08770 530.7091 1.8681 5.6400 0.500900 0.016700 0.029300 0.004500 15.344400 -1.0
1217 3001.830000 2545.770000 2246.066600 1477.036500 1.8881 103.610000 0.120700 1.403100 -0.005000 -0.001200 ... 0.08770 528.5973 2.2200 6.2400 0.507700 0.013800 0.029300 0.004500 15.344400 -1.0
1218 3000.220000 2495.850231 2172.811100 969.343600 1.2736 102.736700 0.124300 1.467000 -0.013400 -0.010300 ... 0.08770 531.3445 2.0359 5.7100 0.507300 0.022000 0.029300 0.004500 15.344400 -1.0
1219 2952.880000 2521.930000 2243.855600 2209.087100 2.1422 89.494400 0.121600 1.389600 0.002100 -0.001200 ... 0.27860 531.4591 1.9611 9.6600 0.497900 0.012900 0.010900 0.006100 56.163100 -1.0
1220 2973.990000 2574.340000 2226.466700 1591.223500 2.1717 90.311100 0.121900 1.484400 -0.028800 -0.002900 ... 0.16130 528.7673 1.9809 6.9500 0.503000 0.011300 0.020700 0.011200 54.127900 -1.0
1221 2965.670000 2553.640000 2172.811100 969.343600 1.2736 102.736700 0.124300 1.470800 -0.008500 -0.001000 ... 0.19750 527.6991 2.0119 8.4600 0.498900 0.014000 0.020700 0.011200 54.127900 -1.0
1222 2947.500000 2495.850231 2173.488900 1145.797000 0.9402 104.055600 0.124700 1.419200 0.011900 0.001600 ... 0.08770 528.5973 2.2200 6.2400 0.500200 0.013300 0.020700 0.011200 54.127900 -1.0
1223 3075.050000 2572.480000 2173.488900 1145.797000 0.9402 104.055600 0.124700 1.538000 -0.009700 0.001200 ... 0.20680 530.3364 2.0270 9.9200 0.494900 0.010700 0.020700 0.011200 54.127900 -1.0
1224 2975.800000 2427.360000 2191.844500 1093.081800 0.8725 101.424400 0.122900 1.410000 0.027400 -0.004000 ... 0.08770 528.5973 2.2200 6.2400 0.498900 0.013600 0.020700 0.011200 54.127900 -1.0
1225 3071.130000 2487.120000 2199.655600 1140.398300 1.3369 103.096700 0.122700 1.441900 0.002900 -0.006200 ... 0.08770 529.9445 1.9740 7.9100 0.499200 0.010000 0.020700 0.011200 54.127900 -1.0
1226 2957.770000 2555.410000 2199.655600 1140.398300 1.3369 103.096700 0.122700 1.405200 0.007900 -0.017300 ... 0.08770 531.3445 2.0359 5.7100 0.498100 0.016600 0.010200 0.013300 130.064100 -1.0
1227 3057.450000 2457.420000 2173.488900 1145.797000 0.9402 104.055600 0.124700 1.482700 0.004700 0.014500 ... 0.10030 533.1809 2.1186 5.6500 0.492600 0.013500 0.010200 0.013300 130.064100 1.0
1228 2908.280000 2502.090000 2198.855600 1031.191700 1.3204 102.762200 0.123500 1.536100 0.006000 -0.000100 ... 0.08770 529.8991 2.0142 7.5600 0.500400 0.014800 0.010200 0.013300 130.064100 -1.0
1229 2979.320000 2493.340000 2226.466700 1591.223500 2.1717 90.311100 0.121900 1.340100 0.018200 -0.008500 ... 0.15960 531.1754 2.0396 8.0900 0.494400 0.018100 0.029100 0.010200 35.027900 -1.0
1230 3045.980000 2544.850000 2253.344400 1873.867800 1.1691 94.972200 0.121000 1.475200 0.008400 0.000900 ... 0.13990 532.3982 2.1186 11.1200 0.494800 0.012300 0.029100 0.010200 35.027900 -1.0
1231 3151.980000 2563.750000 2175.255600 1022.166000 1.2833 100.622200 0.125000 1.453600 -0.011000 -0.003500 ... 0.17310 530.7036 2.1207 8.4000 0.506300 0.011300 0.029100 0.010200 35.027900 -1.0
1232 3071.180000 2489.860000 2195.300000 1151.823300 0.9220 103.546700 0.123200 1.482600 0.013600 0.000900 ... 0.17070 532.3982 2.1186 11.1200 0.503300 0.011200 0.029100 0.010200 35.027900 -1.0
1233 2958.460000 2523.780000 2171.855600 1156.601800 1.4025 100.136700 0.124300 1.464500 0.000100 0.006700 ... 0.08770 532.3982 2.1186 11.1200 0.495400 0.013600 0.029100 0.010200 35.027900 -1.0
1234 3011.840000 2413.390000 2255.522200 1763.073900 1.2226 101.587800 0.120000 1.484500 -0.003700 0.004900 ... 0.23520 532.3982 1.7909 8.6500 0.505800 0.009400 0.005300 0.018800 72.023000 -1.0
1235 3005.640000 2522.400000 2173.488900 1145.797000 0.9402 104.055600 0.124700 1.444100 -0.002100 0.009500 ... 0.08770 532.0973 2.0850 7.7400 0.501100 0.013300 0.043000 0.028300 65.768900 -1.0
1236 3016.930000 2547.200000 2173.488900 1145.797000 0.9402 104.055600 0.124700 1.482700 -0.023800 0.005900 ... 0.28340 532.2427 1.9313 8.1700 0.500500 0.017600 0.014400 0.008000 55.846800 -1.0
1237 3013.730000 2567.760000 2172.811100 969.343600 1.2736 102.736700 0.124300 1.488900 -0.007600 -0.001700 ... 0.06390 534.3145 2.1186 8.6500 0.505000 0.022900 0.014400 0.008000 55.846800 -1.0
1238 3060.000000 2571.410000 2199.655600 1140.398300 1.3369 103.096700 0.122700 1.430000 0.012900 -0.008800 ... 0.14280 532.3982 2.1186 11.1200 0.501300 0.009500 0.019300 0.007200 37.625100 1.0
1239 2937.770000 2532.300000 2198.855600 1031.191700 1.3204 102.762200 0.123500 1.429400 0.013800 0.005200 ... 0.02890 529.8991 2.0142 7.5600 0.501900 0.014600 0.019300 0.007200 37.625100 -1.0
1240 2976.560000 2506.210000 2255.522200 1763.073900 1.2226 101.587800 0.120000 1.495600 -0.006000 0.003800 ... 0.14200 531.0418 2.0433 9.8200 0.507100 0.010800 0.013400 0.010400 77.563600 -1.0
1241 2871.620000 2530.110000 2175.255600 1022.166000 1.2833 100.622200 0.125000 1.467900 -0.003300 -0.002200 ... 0.08770 529.9445 1.9740 7.9100 0.501200 0.013100 0.028300 0.011200 39.451600 1.0
1242 3181.590000 2512.770000 2171.855600 1156.601800 1.4025 100.136700 0.124300 1.449600 0.002200 0.000800 ... 0.14280 533.1809 2.1186 5.6500 0.504600 0.019100 0.028300 0.011200 39.451600 1.0
1243 3028.500000 2486.530000 2236.111100 1546.593100 2.0300 90.423300 0.122400 1.405100 -0.020400 0.000700 ... 0.27220 531.3445 2.0359 5.7100 0.500900 0.014900 0.028300 0.011200 39.451600 -1.0
1244 3011.820000 2446.490000 2164.366600 958.731300 1.3409 104.134400 0.124800 1.401800 -0.018700 0.000900 ... 0.20260 532.3982 2.1186 8.6500 0.500300 0.012800 0.007100 0.017000 72.023000 -1.0
1245 3022.330000 2357.090000 2221.366700 1287.353800 1.2667 88.657800 0.122000 1.343900 0.005500 0.000000 ... 0.12160 531.5200 1.9170 9.7500 0.498000 0.014300 0.035200 0.025100 71.197300 -1.0
1246 2929.540000 2501.540000 2173.277800 1116.295000 0.8525 103.820000 0.123700 1.411500 -0.031800 0.000000 ... 0.08770 529.9445 1.9740 7.9100 0.497300 0.016000 0.011200 0.012100 107.799900 -1.0
1247 3118.540000 2519.920000 2201.633300 1554.336200 2.1917 97.397800 0.123300 1.549200 0.010200 -0.005600 ... 0.21960 532.3982 2.1186 8.6500 0.499100 0.012400 0.030500 0.009200 30.342100 -1.0
1248 2916.180000 2514.380000 2167.088900 1253.214000 1.3679 101.666700 0.124300 1.463000 -0.029300 -0.000500 ... 0.08770 528.5973 2.2200 6.2400 0.499700 0.018300 0.030500 0.009200 30.342100 -1.0
1249 2995.330000 2405.190000 2199.655600 1140.398300 1.3369 103.096700 0.122700 1.382300 0.007900 0.010200 ... 0.08770 532.6327 2.1085 7.7700 0.500600 0.013300 0.023000 0.009500 41.217800 -1.0
1250 3185.690000 2537.680000 2173.277800 1116.295000 0.8525 103.820000 0.123700 1.465300 -0.020400 0.003800 ... 0.08770 533.1809 2.1186 5.6500 0.505500 0.010400 0.023000 0.009500 41.217800 -1.0
1251 2971.640000 2525.840000 2236.111100 1546.593100 2.0300 90.423300 0.122400 1.345300 -0.007200 -0.008200 ... 0.19950 532.0973 2.0850 7.7400 0.494000 0.020000 0.024300 0.010000 41.078200 -1.0
1252 2958.990000 2459.560000 2191.844500 1093.081800 0.8725 101.424400 0.122900 1.434600 0.006200 -0.010700 ... 0.08770 532.3982 2.1186 11.1200 0.500100 0.014600 0.024300 0.010000 41.078200 -1.0
1253 3028.080000 2525.560000 2173.277800 1116.295000 0.8525 103.820000 0.123700 1.369700 -0.008500 -0.011400 ... 0.24550 532.0973 2.0850 7.7400 0.500700 0.015400 0.024300 0.010000 41.078200 -1.0
1254 2988.410000 2598.770000 2173.277800 1116.295000 0.8525 103.820000 0.123700 1.385800 -0.005300 0.005400 ... 0.20190 529.5182 2.1130 10.6500 0.498800 0.010200 0.024300 0.010000 41.078200 1.0
1255 2970.860000 2510.190000 2236.111100 1546.593100 2.0300 90.423300 0.122400 1.358200 -0.036400 0.003200 ... 0.14280 532.0973 2.0850 7.7400 0.500100 0.011700 0.024300 0.010000 41.078200 -1.0
1256 2914.040000 2487.100000 2238.144400 1580.695100 1.0062 91.048900 0.123000 1.477800 0.009500 0.001600 ... 0.08770 527.2555 2.1186 7.4900 0.492800 0.014100 0.022300 0.015200 68.217600 -1.0
1257 2889.780000 2434.420000 2211.400000 1511.784200 1.3004 97.470000 0.123700 1.459600 -0.001600 0.000400 ... 0.23870 532.0945 2.0071 5.8600 0.503800 0.014500 0.022300 0.015200 68.217600 -1.0
1258 3133.750000 2498.910000 2173.277800 1116.295000 0.8525 103.820000 0.123700 1.395600 -0.007500 0.007900 ... 0.05340 532.0973 2.0850 7.7400 0.499100 0.010400 0.022300 0.015200 68.217600 -1.0
1259 3190.780000 2424.110000 2191.211100 1437.500300 2.2073 97.644400 0.123500 1.387300 -0.013500 -0.008600 ... 0.25890 539.0691 2.1186 8.6500 0.498200 0.011800 0.013700 0.032600 72.023000 -1.0
1260 2953.630000 2384.040000 2191.211100 1437.500300 2.2073 97.644400 0.123500 1.358400 -0.002400 -0.004800 ... 0.07430 532.3982 2.1186 8.6500 0.496800 0.018800 0.013700 0.032600 72.023000 -1.0
1261 3182.870000 2467.440000 2162.133300 998.909500 0.8826 104.972200 0.124600 1.424800 0.010100 -0.000900 ... 0.08770 532.6345 2.0657 10.1600 0.500600 0.013800 0.013700 0.032600 72.023000 -1.0
1262 2982.670000 2541.550000 2173.488900 1145.797000 0.9402 104.055600 0.124700 1.376200 -0.020600 -0.010400 ... 0.08770 532.3982 2.1186 11.1200 0.494900 0.014600 0.013700 0.032600 72.023000 -1.0
1263 2983.730000 2459.870000 2162.133300 998.909500 0.8826 104.972200 0.124600 1.389700 -0.009100 -0.002400 ... 0.10250 531.4591 1.9611 9.6600 0.501600 0.013800 0.015200 0.007700 50.594700 -1.0
1264 3110.080000 2507.570000 2208.977800 1285.214400 1.3171 97.840000 0.123800 1.385700 -0.008800 -0.003200 ... 0.08770 530.9445 1.9567 8.0800 0.501900 0.011800 -0.004700 0.013400 72.023000 -1.0
1265 3028.400000 2485.820000 2173.488900 1145.797000 0.9402 104.055600 0.124700 1.308900 0.001600 -0.012300 ... 0.06150 531.2836 1.8915 7.6200 0.504400 0.016600 -0.004700 0.013400 72.023000 -1.0
1266 2987.390000 2548.790000 2173.277800 1116.295000 0.8525 103.820000 0.123700 1.435200 -0.011300 0.000400 ... 0.09030 531.1754 2.0396 8.0900 0.502600 0.013800 -0.004700 0.013400 72.023000 -1.0
1267 3011.840000 2500.380000 2211.400000 1511.784200 1.3004 97.470000 0.123700 1.367100 -0.019700 0.005600 ... 0.08770 529.5182 2.1130 10.6500 0.498500 0.013800 -0.004700 0.013400 72.023000 -1.0
1268 3033.780000 2412.910000 2226.466700 1591.223500 2.1717 90.311100 0.121900 1.513200 -0.021700 0.008000 ... 0.20710 528.5973 2.2200 6.2400 0.499900 0.015000 0.018400 0.014800 80.175900 -1.0
1269 3036.150000 2477.250000 2208.977800 1285.214400 1.3171 97.840000 0.123800 1.495300 -0.027000 0.003300 ... 0.08770 530.0846 1.9812 9.0100 0.493600 0.021800 0.018400 0.014800 80.175900 -1.0
1270 3062.360000 2396.640000 2173.277800 1116.295000 0.8525 103.820000 0.123700 1.402800 -0.010800 -0.003300 ... 0.14530 528.5973 2.2200 6.2400 0.502900 0.016100 0.018400 0.014800 80.175900 -1.0
1271 3024.550000 2423.980000 2255.522200 1763.073900 1.2226 101.587800 0.120000 1.566600 -0.011500 0.008400 ... 0.08770 529.2564 1.8034 8.6500 0.501000 0.020200 0.018400 0.014800 80.175900 -1.0
1272 3011.840000 2579.490000 2200.122200 1478.228800 2.2079 97.777800 0.123300 1.503000 -0.006100 0.000900 ... 0.08770 531.3445 2.0359 5.7100 0.503700 0.013800 0.018400 0.014800 80.175900 -1.0
1273 3043.080000 2484.430000 2209.800000 1175.550800 1.1464 112.136700 0.122700 1.463900 -0.012300 -0.017300 ... 0.08770 532.3427 2.0841 8.1800 0.494400 0.014200 0.018400 0.014800 80.175900 -1.0
1274 3021.370000 2523.940000 2209.100000 1244.964100 1.3724 107.315600 0.123800 1.479400 -0.001900 -0.001400 ... 0.08770 532.3982 1.8660 8.6500 0.502900 0.020000 0.018400 0.014800 80.175900 -1.0
1275 3040.170000 2582.120000 2209.800000 1175.550800 1.1464 112.136700 0.122700 1.473200 -0.017500 -0.009600 ... 0.20890 532.1382 2.0329 9.0200 0.495100 0.013800 0.018400 0.014800 80.175900 -1.0
1276 2999.280000 2517.110000 2209.100000 1244.964100 1.3724 107.315600 0.123800 1.471100 0.001300 -0.002000 ... 0.20290 532.1382 2.0329 9.0200 0.496300 0.017800 0.018400 0.014800 80.175900 -1.0
1277 3092.740000 2524.880000 2209.800000 1175.550800 1.1464 112.136700 0.122700 1.420400 -0.005900 -0.012500 ... 0.11170 532.1382 2.0329 9.0200 0.501700 0.016900 0.018400 0.014800 80.175900 -1.0
1278 3083.670000 2465.320000 2191.844500 1093.081800 0.8725 101.424400 0.122900 1.545600 -0.010800 0.009400 ... 0.08770 531.7491 1.9611 7.8700 0.505700 0.016000 0.018400 0.014800 80.175900 -1.0
1279 2983.170000 2488.940000 2208.977800 1285.214400 1.3171 97.840000 0.123800 1.461700 0.004300 0.009800 ... 0.20130 530.6345 1.9733 7.6000 0.503800 0.010700 0.018400 0.014800 80.175900 -1.0
1280 3057.690000 2464.860000 2164.266700 711.025800 1.2884 101.492200 0.125200 1.357800 -0.006500 0.000400 ... 0.08770 533.1809 2.1186 5.6500 0.505000 0.013200 0.018400 0.014800 80.175900 -1.0
1281 2961.370000 2497.330000 2203.166700 1312.952700 0.9448 96.331100 0.122700 1.595800 0.011200 0.002400 ... 0.24260 531.1754 2.0396 8.0900 0.499200 0.014400 0.018400 0.014800 80.175900 -1.0
1282 2927.710000 2525.390000 2199.655600 1140.398300 1.3369 103.096700 0.122700 1.405200 -0.015700 -0.009500 ... 0.19950 531.3445 2.0359 5.7100 0.505500 0.019500 0.018400 0.014800 80.175900 -1.0
1283 2865.000000 2538.760000 2197.200100 1710.278000 2.2328 96.623300 0.122900 1.394300 0.007600 0.000400 ... 0.14280 532.2427 1.9313 8.1700 0.504100 0.013800 0.018400 0.014800 80.175900 -1.0
1284 3050.960000 2576.980000 2206.799900 1415.237800 0.9778 97.391100 0.122000 1.454400 0.007100 0.003000 ... 0.14280 528.5973 2.2200 6.2400 0.503100 0.015800 0.018400 0.014800 80.175900 -1.0
1285 2999.190000 2429.470000 2200.122200 1478.228800 2.2079 97.777800 0.123300 1.491500 -0.017600 0.005400 ... 0.21400 528.7618 1.9743 10.0700 0.498500 0.019000 0.018400 0.014800 80.175900 -1.0
1286 3040.480000 2486.230000 2191.644500 1215.849000 1.6211 96.464400 0.123900 1.413300 0.013700 -0.013200 ... 0.14280 531.3091 1.9363 10.8500 0.497900 0.014200 0.018400 0.014800 80.175900 -1.0
1287 3007.390000 2504.010000 2209.800000 1175.550800 1.1464 112.136700 0.122700 1.545600 -0.005100 0.006200 ... 0.08770 532.3427 2.0841 8.1800 0.497900 0.016900 0.018400 0.014800 80.175900 -1.0
1288 3018.780000 2520.880000 2202.455600 1199.975900 1.3171 110.993300 0.122900 1.524000 -0.009100 0.006400 ... 0.08770 532.3427 2.0841 8.1800 0.497800 0.011400 0.018400 0.014800 80.175900 -1.0
1289 2939.940000 2485.470000 2203.166700 1312.952700 0.9448 96.331100 0.122700 1.503600 0.003500 -0.002800 ... 0.13320 532.0945 2.0071 5.8600 0.504000 0.016000 0.019600 0.004900 25.226500 -1.0
1290 2971.130000 2493.560000 2202.455600 1199.975900 1.3171 110.993300 0.122900 1.471100 -0.013300 0.000100 ... 0.08770 532.1382 2.0329 9.0200 0.500600 0.013800 0.019600 0.004900 25.226500 -1.0
1291 2889.700000 2583.050000 2202.455600 1199.975900 1.3171 110.993300 0.122900 1.614700 -0.005700 0.008400 ... 0.16770 532.3982 1.8660 8.6500 0.497100 0.009300 0.019600 0.004900 25.226500 -1.0
1292 3011.840000 2551.060000 2203.166700 1312.952700 0.9448 96.331100 0.122700 1.530500 0.014100 0.018700 ... 0.08770 531.1754 2.0396 8.0900 0.495300 0.016700 0.033200 0.017800 53.577500 -1.0
1293 3154.540000 2450.890000 2203.166700 1312.952700 0.9448 96.331100 0.122700 1.397900 0.018700 0.019600 ... 0.14840 531.1754 2.0396 8.0900 0.501000 0.007900 0.033200 0.017800 53.577500 -1.0
1294 3020.700000 2563.190000 2164.266700 711.025800 1.2884 101.492200 0.125200 1.357100 -0.016500 -0.000700 ... 0.08770 532.1455 2.0581 9.8900 0.493300 0.012800 0.023900 0.006600 27.523200 -1.0
1295 3089.260000 2414.630000 2209.800000 1175.550800 1.1464 112.136700 0.122700 1.355700 0.002400 -0.005000 ... 0.11950 529.8991 2.0142 7.5600 0.500000 0.010300 0.030800 0.018300 59.377500 -1.0
1296 2951.060000 2503.180000 2228.477800 1721.110800 1.4301 93.622200 0.122100 1.384100 -0.026400 0.006400 ... 0.15730 532.0973 2.0850 7.7400 0.499700 0.013100 0.030800 0.018300 59.377500 -1.0
1297 3006.750000 2415.790000 2206.799900 1415.237800 0.9778 97.391100 0.122000 1.447700 0.009300 0.007900 ... 0.08770 528.0127 2.1186 9.0400 0.502300 0.019600 0.030500 0.028600 93.800800 -1.0
1298 3054.010000 2537.390000 2209.100000 1244.964100 1.3724 107.315600 0.123800 1.541800 0.002000 0.002000 ... 0.21740 532.2427 1.9313 8.1700 0.497100 0.014100 0.030500 0.028600 93.800800 -1.0
1299 2982.270000 2449.210000 2164.266700 711.025800 1.2884 101.492200 0.125200 1.364200 -0.003200 -0.003500 ... 0.08770 529.8991 2.0142 7.5600 0.503500 0.011600 0.019700 0.013900 70.499300 -1.0
1300 2851.680000 2503.480000 2162.133300 998.909500 0.8826 104.972200 0.124600 1.509500 0.009700 -0.005300 ... 0.08770 530.7036 2.1207 8.4000 0.501800 0.017200 0.019700 0.013900 70.499300 -1.0
1301 2870.130000 2563.640000 2209.100000 1244.964100 1.3724 107.315600 0.123800 1.576100 -0.002200 -0.006900 ... 0.08770 530.0846 1.9812 9.0100 0.499000 0.011700 0.019700 0.013900 70.499300 -1.0
1302 3054.340000 2473.140000 2162.133300 998.909500 0.8826 104.972200 0.124600 1.346400 0.014000 -0.012200 ... 0.08990 530.3364 2.0270 9.9200 0.503700 0.011800 0.024600 0.016700 68.164200 1.0
1303 2848.460000 2588.740000 2164.366600 958.731300 1.3409 104.134400 0.124800 1.555900 -0.009600 0.002800 ... 0.08770 529.9445 1.9740 7.9100 0.501900 0.015400 0.020400 0.015900 77.973000 1.0
1304 3014.420000 2440.560000 2224.188900 997.795300 1.3171 101.492200 0.121822 1.434700 0.000600 0.008400 ... 0.08770 533.1809 2.1186 5.6500 0.501900 0.018900 0.014400 0.011000 76.078500 -1.0
1305 3011.770000 2462.340000 2211.400000 1511.784200 1.3004 97.470000 0.123700 1.398400 -0.002800 -0.005900 ... 0.08770 528.5973 2.2200 6.2400 0.500000 0.015500 0.014400 0.011000 76.078500 -1.0
1306 2941.260000 2532.780000 2209.100000 1244.964100 1.3724 107.315600 0.123800 1.474500 -0.013200 0.005400 ... 0.27780 530.2591 2.1186 8.2800 0.502100 0.011700 0.014400 0.011000 76.078500 -1.0
1307 3045.070000 2414.430000 2203.166700 1312.952700 0.9448 96.331100 0.122700 1.431700 0.008200 0.016800 ... 0.24170 531.3091 1.9363 10.8500 0.503000 0.010200 0.023000 0.006400 27.702500 -1.0
1308 3011.840000 2419.550000 2189.677800 1295.288300 2.1394 107.481100 0.123800 1.567500 -0.001000 0.009900 ... 0.14580 532.3982 2.1186 8.6500 0.500500 0.013500 0.023000 0.006400 27.702500 -1.0
1309 3014.850000 2453.450000 2189.677800 1295.288300 2.1394 107.481100 0.123800 1.421400 0.007000 0.019200 ... 0.20050 529.5182 2.1130 10.6500 0.500400 0.016300 0.023000 0.006400 27.702500 -1.0
1310 2918.560000 2568.550000 2189.677800 1295.288300 2.1394 107.481100 0.123800 1.529000 0.001400 0.001400 ... 0.10440 539.0691 2.1186 8.6500 0.499600 0.013700 0.025900 0.011200 43.286100 -1.0
1311 2908.110000 2535.930000 2208.900000 934.755800 1.9469 101.492200 0.122200 1.363600 0.019100 0.004000 ... 0.15720 532.0945 2.0071 5.8600 0.499800 0.010800 0.025900 0.011200 43.286100 -1.0
1312 2986.790000 2527.320000 2189.677800 1295.288300 2.1394 107.481100 0.123800 1.441800 0.007600 0.012300 ... 0.13070 532.3982 1.8660 8.6500 0.499000 0.014600 0.025900 0.011200 43.286100 -1.0
1313 3011.840000 2498.910000 2189.677800 1295.288300 2.1394 107.481100 0.123800 1.502900 -0.003600 0.005200 ... 0.08770 532.0973 2.0850 7.7400 0.501700 0.013800 0.025900 0.011200 43.286100 -1.0
1314 3038.530000 2474.550000 2205.255500 1412.713100 0.9785 95.255600 0.121600 1.424500 0.002100 0.001800 ... 0.22260 531.3091 1.9363 10.8500 0.500200 0.014700 0.009800 0.007100 72.109400 -1.0
1315 2942.210000 2459.020000 2210.855600 1665.006200 1.3171 97.105600 0.122700 1.525700 -0.000900 0.003900 ... 0.08770 532.1073 1.8126 7.8300 0.501400 0.015500 0.009800 0.007100 72.109400 -1.0
1316 2974.650000 2545.400000 2210.855600 1665.006200 1.3171 97.105600 0.122700 1.598600 -0.004800 -0.002700 ... 0.10860 530.0846 1.9812 9.0100 0.502900 0.018100 0.019600 0.023800 121.169100 -1.0
1317 2992.340000 2512.630000 2236.111100 1546.593100 2.0300 90.423300 0.122400 1.456400 -0.018200 -0.009500 ... 0.08770 528.5973 2.2200 6.2400 0.499100 0.013400 0.023200 0.012900 55.720400 -1.0
1318 3011.840000 2472.920000 2210.855600 1665.006200 1.3171 97.105600 0.122700 1.575700 -0.003700 0.003900 ... 0.14280 530.0846 1.9812 9.0100 0.498600 0.012600 0.038200 0.013600 35.580000 -1.0
1319 2912.240000 2438.170000 2203.166700 1312.952700 0.9448 96.331100 0.122700 1.465600 0.004000 -0.006400 ... 0.18330 531.3091 1.9363 10.8500 0.495600 0.013400 0.038200 0.013600 35.580000 -1.0
1320 2990.660000 2535.430000 2213.288900 1346.835200 1.3171 101.492200 0.121822 1.495900 0.000700 -0.013500 ... 0.14280 532.2427 1.9313 8.1700 0.505200 0.013900 0.006500 0.007700 118.420100 -1.0
1321 2907.650000 2516.340000 2208.900000 934.755800 1.9469 101.492200 0.122200 1.619300 -0.012700 -0.016400 ... 0.08770 529.2673 2.0421 8.9400 0.496600 0.012400 0.023000 0.021000 91.426400 -1.0
1322 2965.410000 2577.390000 2210.855600 1665.006200 1.3171 97.105600 0.122700 1.548000 0.000700 0.003900 ... 0.13660 530.2591 2.1186 8.2800 0.499800 0.015000 0.023000 0.021000 91.426400 -1.0
1323 3023.560000 2555.880000 2205.255500 1412.713100 0.9785 95.255600 0.121600 1.540700 -0.007300 0.010800 ... 0.10990 530.2591 2.1186 8.2800 0.501800 0.012700 0.023000 0.021000 91.426400 -1.0
1324 3011.840000 2410.530000 2208.977800 1285.214400 1.3171 97.840000 0.123800 1.411500 0.006200 -0.000700 ... 0.13560 531.1982 2.2418 10.6300 0.497000 0.008900 0.023000 0.021000 91.426400 1.0
1325 3011.840000 2587.860000 2162.133300 998.909500 0.8826 104.972200 0.124600 1.461000 -0.015400 -0.005000 ... 0.08770 531.3445 2.0359 5.7100 0.504600 0.010700 0.023000 0.021000 91.426400 1.0
1326 3033.520000 2461.080000 2203.166700 1312.952700 0.9448 96.331100 0.122700 1.432300 0.014500 -0.013700 ... 0.08770 530.2591 2.1186 8.2800 0.497900 0.019200 0.023000 0.021000 91.426400 -1.0
1327 3188.420000 2565.930000 2208.900000 934.755800 1.9469 101.492200 0.122200 1.498400 0.016300 0.019100 ... 0.08770 531.3445 2.0359 5.7100 0.504200 0.009900 0.023000 0.021000 91.426400 1.0
1328 3177.960000 2369.840000 2162.133300 998.909500 0.8826 104.972200 0.124600 1.371900 0.004800 0.008900 ... 0.08770 534.1600 2.1186 8.6500 0.507000 0.014400 0.023000 0.021000 91.426400 1.0
1329 3011.840000 2425.300000 2211.400000 1511.784200 1.3004 97.470000 0.123700 1.432100 -0.007600 -0.012300 ... 0.08770 531.3445 2.0359 5.7100 0.499700 0.012600 0.023000 0.021000 91.426400 1.0
1330 2996.010000 2541.130000 2205.255500 1412.713100 0.9785 95.255600 0.121600 1.550700 -0.007700 0.004000 ... 0.08770 531.3091 1.9363 10.8500 0.496100 0.014300 0.023000 0.021000 91.426400 -1.0
1331 3001.560000 2506.620000 2223.044400 1194.598600 1.2016 112.581100 0.122900 1.400400 -0.007900 -0.007500 ... 0.14400 530.2591 2.1186 8.2800 0.496700 0.012700 0.023000 0.021000 91.426400 -1.0
1332 3045.480000 2408.850000 2223.044400 1194.598600 1.2016 112.581100 0.122900 1.383800 -0.012500 0.007300 ... 0.27960 531.1754 2.0396 8.0900 0.499000 0.013700 0.023000 0.021000 91.426400 -1.0
1333 2971.750000 2566.300000 2206.400000 982.545200 1.1853 101.492200 0.122800 1.584000 -0.005800 0.006500 ... 0.08770 534.2564 2.1186 10.8700 0.496300 0.016000 0.023000 0.021000 91.426400 -1.0
1334 2983.980000 2498.910000 2212.300000 1807.584100 0.9816 92.370000 0.121200 1.390900 -0.013200 0.009900 ... 0.05370 528.5973 2.2200 6.2400 0.501600 0.013500 0.023000 0.021000 91.426400 -1.0
1335 3039.640000 2529.790000 2223.044400 1194.598600 1.2016 112.581100 0.122900 1.557600 -0.009800 0.010500 ... 0.14740 532.3982 1.8660 8.6500 0.500500 0.009900 0.023000 0.021000 91.426400 -1.0
1336 2908.470000 2551.780000 2223.044400 1194.598600 1.2016 112.581100 0.122900 1.571400 0.007600 0.019600 ... 0.17740 532.1382 2.0329 9.0200 0.498800 0.018500 0.032800 0.019200 58.508700 -1.0
1337 2915.540000 2496.520000 2210.855600 1665.006200 1.3171 97.105600 0.122700 1.565600 -0.002700 0.009200 ... 0.08770 532.3982 2.1186 8.6500 0.500500 0.011700 0.023900 0.020300 85.058900 -1.0
1338 2997.450000 2555.010000 2206.400000 982.545200 1.1853 101.492200 0.122800 1.431900 0.004300 0.012300 ... 0.15300 532.3982 1.8660 8.6500 0.499700 0.012900 0.023900 0.020300 85.058900 -1.0
1339 2990.850000 2472.740000 2223.044400 1194.598600 1.2016 112.581100 0.122900 1.353300 0.001300 0.006400 ... 0.23010 532.1073 1.8126 7.8300 0.499300 0.019800 0.034600 0.025100 72.646900 -1.0
1340 3029.980000 2532.340000 2206.400000 982.545200 1.1853 101.492200 0.122800 1.513900 -0.012700 0.000700 ... 0.17650 530.0846 1.9812 9.0100 0.496800 0.016400 0.034600 0.025100 72.646900 -1.0
1341 3033.510000 2556.350000 2207.955500 1283.436800 1.8467 95.402200 0.121600 1.512000 -0.012400 0.009000 ... 0.08770 532.8227 2.1206 7.9300 0.499000 0.017700 0.034600 0.025100 72.646900 -1.0
1342 3034.500000 2406.110000 2183.588900 1108.649100 1.3963 104.085600 0.123300 1.517100 -0.029200 -0.007100 ... 0.08770 529.5182 2.1130 10.6500 0.496600 0.013000 0.034600 0.025100 72.646900 1.0
1343 3058.460000 2467.730000 2228.477800 1721.110800 1.4301 93.622200 0.122100 1.485400 0.007000 0.001900 ... 0.16540 528.0127 2.1186 9.0400 0.506800 0.018900 0.034600 0.025100 72.646900 1.0
1344 2964.690000 2474.970000 2212.300000 1807.584100 0.9816 92.370000 0.121200 1.442400 -0.024200 0.005000 ... 0.08770 532.1073 1.8126 7.8300 0.500300 0.015300 0.034600 0.025100 72.646900 -1.0
1345 2909.430000 2534.490000 2223.044400 1194.598600 1.2016 112.581100 0.122900 1.370200 -0.011800 0.006700 ... 0.08770 532.3427 2.0841 8.1800 0.496900 0.016400 0.020500 0.014800 160.504200 -1.0
1346 3014.420000 2442.510000 2212.300000 1807.584100 0.9816 92.370000 0.121200 1.415900 -0.006800 -0.007300 ... 0.11290 531.1754 2.0396 8.0900 0.497000 0.012400 0.020500 0.014800 160.504200 -1.0
1347 2997.840000 2449.850000 2223.044400 1194.598600 1.2016 112.581100 0.122900 1.493100 -0.010600 0.001500 ... 0.08770 539.0691 2.1186 8.6500 0.499700 0.012200 0.009700 0.009800 101.209200 -1.0
1348 2873.830000 2540.170000 2223.044400 1194.598600 1.2016 112.581100 0.122900 1.526700 -0.006700 -0.003400 ... 0.08770 532.1073 1.8126 7.8300 0.500400 0.010700 0.009700 0.009800 101.209200 -1.0
1349 3001.740000 2446.550000 2207.955500 1283.436800 1.8467 95.402200 0.121600 1.399700 0.000800 0.004300 ... 0.15370 532.3982 1.8660 8.6500 0.503100 0.007700 0.009700 0.009800 101.209200 -1.0
1350 3057.490000 2584.520000 2207.955500 1283.436800 1.8467 95.402200 0.121600 1.322000 0.014500 0.014100 ... 0.08770 531.9873 2.0680 10.2500 0.502900 0.013300 -0.006000 0.007800 129.621800 -1.0
1351 2910.770000 2529.900000 2212.300000 1807.584100 0.9816 92.370000 0.121200 1.502100 -0.010800 -0.003200 ... 0.13110 532.3982 1.8660 8.6500 0.497400 0.011600 -0.006000 0.007800 129.621800 -1.0
1352 2985.310000 2584.240000 2209.666700 1586.608800 1.6782 89.722200 0.121300 1.475300 -0.003800 0.009000 ... 0.24770 531.9873 2.0680 10.2500 0.498700 0.011400 -0.006000 0.007800 129.621800 -1.0
1353 3020.620000 2483.200000 2206.400000 982.545200 1.1853 101.492200 0.122800 1.398500 -0.029700 0.000500 ... 0.06800 532.3982 1.8660 8.6500 0.500200 0.010600 -0.006000 0.007800 129.621800 -1.0
1354 3019.440000 2494.330000 2231.055500 1303.538600 0.9751 95.787800 0.119800 1.400100 -0.015600 0.004800 ... 0.10500 532.8227 2.1206 7.9300 0.501100 0.018500 -0.006000 0.007800 129.621800 -1.0
1355 3185.630000 2386.260000 2209.666700 1586.608800 1.6782 89.722200 0.121300 1.360100 -0.007700 0.017000 ... 0.21930 530.5455 1.9626 9.4200 0.498100 0.019800 -0.006000 0.007800 129.621800 -1.0
1356 3029.940000 2517.440000 2206.400000 982.545200 1.1853 101.492200 0.122800 1.414800 -0.012000 0.002200 ... 0.08770 530.2591 2.1186 8.2800 0.496400 0.013900 0.007700 0.014900 193.463300 -1.0
1357 3117.300000 2527.680000 2212.300000 1807.584100 0.9816 92.370000 0.121200 1.391400 -0.007200 0.000000 ... 0.08770 531.3091 1.9363 10.8500 0.496800 0.015000 0.007700 0.014900 193.463300 -1.0
1358 3084.170000 2451.850000 2231.055500 1303.538600 0.9751 95.787800 0.119800 1.533700 -0.028100 0.007500 ... 0.26180 531.1754 2.0396 8.0900 0.496000 0.012300 0.007700 0.014900 193.463300 -1.0
1359 3005.900000 2534.680000 2231.055500 1303.538600 0.9751 95.787800 0.119800 1.566400 -0.035000 0.017000 ... 0.23060 532.1382 2.0329 9.0200 0.500900 0.010200 0.007700 0.014900 193.463300 -1.0
1360 3024.480000 2538.130000 2207.955500 1283.436800 1.8467 95.402200 0.121600 1.428800 -0.006300 0.001200 ... 0.08770 532.8227 2.1206 7.9300 0.502200 0.011200 0.007700 0.014900 193.463300 -1.0
1361 2981.720000 2580.440000 2207.955500 1283.436800 1.8467 95.402200 0.121600 1.445800 -0.010800 0.012800 ... 0.20110 531.9873 2.0680 10.2500 0.502500 0.011000 0.007700 0.014900 193.463300 -1.0
1362 3001.900000 2465.510000 2223.044400 1194.598600 1.2016 112.581100 0.122900 1.420100 -0.018200 0.005500 ... 0.19310 532.3982 1.8660 8.6500 0.502600 0.008500 0.018200 0.007700 42.504800 -1.0
1363 3016.460000 2559.420000 2167.088900 1253.214000 1.3679 101.666700 0.124300 1.409300 -0.004100 0.009400 ... 0.19810 530.6345 1.9733 7.6000 0.499500 0.012200 0.018200 0.007700 42.504800 1.0
1364 3163.860000 2470.600000 2211.400000 1511.784200 1.3004 97.470000 0.123700 1.436200 -0.003400 -0.007000 ... 0.21760 533.1809 2.1186 5.6500 0.502800 0.011300 0.018200 0.007700 42.504800 1.0
1365 2988.390000 2493.720000 2206.400000 982.545200 1.1853 101.492200 0.122800 1.527900 -0.009400 0.000100 ... 0.14280 530.0846 1.9812 9.0100 0.497200 0.015400 -0.000600 0.011800 0.000000 1.0
1366 3013.320000 2538.520000 2231.055500 1303.538600 0.9751 95.787800 0.119800 1.371700 0.005900 0.001100 ... 0.08770 531.6964 2.0737 8.2100 0.499600 0.014100 -0.000600 0.011800 0.000000 -1.0
1367 2886.030000 2499.460000 2231.055500 1303.538600 0.9751 95.787800 0.119800 1.468500 0.005700 -0.000700 ... 0.08770 529.6464 2.0320 5.8100 0.498500 0.006000 0.033100 0.014800 141.624500 -1.0
1368 2916.120000 2498.910000 2231.055500 1303.538600 0.9751 95.787800 0.119800 1.488800 -0.012800 -0.014100 ... 0.08770 535.9491 1.9753 9.8800 0.502800 0.013600 0.033100 0.014800 141.624500 -1.0
1369 3103.670000 2424.950000 2209.466700 1556.393000 1.4884 95.115600 0.120600 1.402200 -0.005800 -0.003900 ... 0.08770 530.0846 1.9812 9.0100 0.499800 0.014300 0.033100 0.014800 141.624500 -1.0
1370 3011.840000 2508.030000 2207.955500 1283.436800 1.8467 95.402200 0.121600 1.511100 -0.010600 0.010100 ... 0.12570 532.3982 1.8660 8.6500 0.499000 0.013100 0.033100 0.014800 141.624500 -1.0
1371 2979.930000 2525.740000 2206.966700 1314.627700 1.5512 97.170000 0.121600 1.444100 -0.012900 0.000200 ... 0.26640 531.9873 2.0680 10.2500 0.501800 0.018200 0.023600 0.009800 41.487100 -1.0
1372 2881.100000 2493.030000 2209.666700 1586.608800 1.6782 89.722200 0.121300 1.366300 -0.009100 -0.002000 ... 0.20250 530.5455 1.9626 9.4200 0.498700 0.021200 0.023600 0.009800 41.487100 -1.0
1373 2945.780000 2457.480000 2209.466700 1556.393000 1.4884 95.115600 0.120600 1.438600 -0.012500 -0.001500 ... 0.08770 530.0846 1.9812 9.0100 0.500200 0.011400 0.023600 0.009800 41.487100 -1.0
1374 2996.280000 2581.640000 2212.300000 1807.584100 0.9816 92.370000 0.121200 1.305800 -0.009700 0.007300 ... 0.14280 530.2591 2.1186 8.2800 0.495300 0.016100 0.023600 0.009800 41.487100 -1.0
1375 3062.340000 2594.520000 2209.466700 1556.393000 1.4884 95.115600 0.120600 1.425200 -0.026700 -0.021600 ... 0.23880 531.9873 2.0680 10.2500 0.501700 0.012200 0.023600 0.009800 41.487100 -1.0
1376 3028.380000 2494.430000 2209.666700 1586.608800 1.6782 89.722200 0.121300 1.450900 0.001500 -0.000400 ... 0.08770 532.1382 2.0329 9.0200 0.498300 0.015100 0.023600 0.009800 41.487100 -1.0
1377 3017.350000 2580.250000 2223.044400 1194.598600 1.2016 112.581100 0.122900 1.403600 -0.001400 0.001500 ... 0.14960 530.0846 1.9812 9.0100 0.496200 0.010900 0.026100 0.006300 24.017900 -1.0
1378 3013.790000 2480.710000 2206.400000 982.545200 1.1853 101.492200 0.122800 1.422600 -0.007600 0.000400 ... 0.25010 531.1754 2.0396 8.0900 0.495300 0.014800 0.002500 0.026000 0.000000 -1.0
1379 3043.320000 2494.820000 2206.400000 982.545200 1.1853 101.492200 0.122800 1.445400 0.007100 0.007300 ... 0.20660 531.3091 1.9363 10.8500 0.499400 0.018000 0.002500 0.026000 0.000000 -1.0
1380 3093.310000 2456.820000 2207.955500 1283.436800 1.8467 95.402200 0.121600 1.419800 -0.015600 -0.004300 ... 0.08770 529.8827 1.9602 11.0500 0.498800 0.012600 0.020300 0.013400 65.982700 -1.0
1381 2862.690000 2593.670000 2206.966700 1314.627700 1.5512 97.170000 0.121600 1.591500 -0.012000 0.008500 ... 0.18970 539.0691 2.1186 8.6500 0.498600 0.013400 0.029500 0.015400 52.204900 -1.0
1382 3097.890000 2583.010000 2218.733300 1190.963900 1.7047 97.430000 0.120200 1.287700 0.024300 0.014200 ... 0.09100 531.9873 2.0680 10.2500 0.500600 0.018600 0.029500 0.015400 52.204900 -1.0
1383 2875.390000 2499.150000 2216.833300 1468.597400 1.7074 95.985600 0.120300 1.536900 -0.028700 -0.021600 ... 0.19710 532.8227 2.1206 7.9300 0.500900 0.023700 0.029500 0.015400 52.204900 -1.0
1384 3060.160000 2465.710000 2207.144400 1109.336900 1.5555 97.567800 0.121600 1.561600 -0.014100 -0.001400 ... 0.16400 532.4700 2.1429 9.1400 0.501300 0.014600 0.029500 0.015400 52.204900 -1.0
1385 2975.870000 2514.440000 2206.400000 982.545200 1.1853 101.492200 0.122800 1.365700 0.027300 0.006300 ... 0.08770 531.3091 1.9363 10.8500 0.498200 0.007900 0.029500 0.015400 52.204900 -1.0
1386 2955.820000 2541.600000 2231.055500 1303.538600 0.9751 95.787800 0.119800 1.385900 -0.000700 -0.005800 ... 0.08770 530.2591 2.1186 8.2800 0.496300 0.010400 0.029500 0.015400 52.204900 -1.0
1387 2994.640000 2484.710000 2200.211100 1048.310800 1.6485 98.322200 0.121400 1.555200 -0.003100 0.004600 ... 0.14720 531.7464 2.2909 9.1299 0.500800 0.013800 0.029500 0.015400 52.204900 -1.0
1388 3053.360000 2538.380000 2192.188900 1435.961100 1.3171 107.398900 0.122900 1.448700 0.001400 -0.006300 ... 0.14090 531.9873 2.0680 10.2500 0.498100 0.023000 0.029500 0.015400 52.204900 -1.0
1389 2871.590000 2556.950000 2217.000000 1436.831300 1.6604 93.661100 0.119900 1.590300 -0.006200 -0.001000 ... 0.10470 532.4700 2.1429 9.1400 0.500300 0.011500 0.029500 0.015400 52.204900 -1.0
1390 3001.710000 2504.200000 2210.733300 1368.706000 2.2449 99.420000 0.122800 1.500200 -0.012200 -0.011000 ... 0.17930 533.1364 2.0133 7.2400 0.499600 0.016300 0.013400 0.013400 100.144500 -1.0
1391 3042.430000 2442.600000 2217.000000 1436.831300 1.6604 93.661100 0.119900 1.490600 -0.005100 -0.016400 ... 0.08770 529.4391 2.0075 10.0700 0.500000 0.015400 0.009500 0.011400 119.823900 -1.0
1392 3001.810000 2424.390000 2217.000000 1436.831300 1.6604 93.661100 0.119900 1.552100 -0.008500 -0.015200 ... 0.10050 533.1364 2.0133 7.2400 0.499300 0.010100 0.004200 0.015900 72.023000 -1.0
1393 2915.710000 2560.380000 2196.111100 1472.640000 1.5599 94.652200 0.121200 1.508300 0.002900 0.005800 ... 0.08770 532.8227 2.1206 7.9300 0.499900 0.014200 0.036600 0.014800 132.991300 -1.0
1394 3056.370000 2477.750000 2200.211100 1048.310800 1.6485 98.322200 0.121400 1.369200 -0.010500 -0.010900 ... 0.08770 531.9873 2.0680 10.2500 0.502300 0.009200 0.036600 0.014800 132.991300 -1.0
1395 3015.360000 2427.140000 2217.577800 1283.370100 1.3171 104.902200 0.122200 1.489500 -0.009900 -0.004600 ... 0.18460 539.0691 2.1186 8.6500 0.499300 0.012200 0.010600 0.007500 71.084200 -1.0
1396 2981.040000 2475.900000 2215.811100 1389.306500 1.3171 98.450000 0.121400 1.503300 0.019200 0.002700 ... 0.08770 532.8227 2.1206 7.9300 0.497300 0.014600 0.010600 0.007500 71.084200 -1.0
1397 2984.410000 2550.880000 2192.188900 1435.961100 1.3171 107.398900 0.122900 1.561300 0.000500 0.002300 ... 0.08770 531.9873 2.0680 10.2500 0.501200 0.012600 0.010600 0.007500 71.084200 -1.0
1398 2852.180000 2573.940000 2216.833300 1468.597400 1.7074 95.985600 0.120300 1.483200 -0.019100 0.001600 ... 0.08770 531.9873 2.0680 10.2500 0.502700 0.015700 0.021100 0.014800 186.476900 -1.0
1399 2864.770000 2521.490000 2192.188900 1435.961100 1.3171 107.398900 0.122900 1.546400 -0.008400 0.004800 ... 0.24190 531.9873 2.0680 10.2500 0.500200 0.010800 0.026800 0.011000 41.133500 -1.0
1400 3052.980000 2515.510000 2172.811100 969.343600 1.2736 102.736700 0.124300 1.406500 -0.003700 -0.005800 ... 0.08770 533.1809 2.1186 5.6500 0.508100 0.015800 0.030200 0.015900 52.701400 1.0
1401 2870.760000 2583.560000 2192.188900 1435.961100 1.3171 107.398900 0.122900 1.471900 -0.000300 -0.000600 ... 0.21820 532.8145 2.1082 6.8800 0.501000 0.012700 0.011100 0.021500 193.828600 -1.0
1402 3014.770000 2493.110000 2210.733300 1368.706000 2.2449 99.420000 0.122800 1.601000 0.007500 -0.003200 ... 0.24530 532.1382 2.0329 9.0200 0.498700 0.018300 0.045800 0.027700 60.543000 -1.0
1403 3027.720000 2430.700000 2192.188900 1435.961100 1.3171 107.398900 0.122900 1.569700 -0.012200 -0.005000 ... 0.08770 531.7464 2.2909 9.1299 0.504600 0.012500 0.045800 0.027700 60.543000 -1.0
1404 2893.190000 2498.090000 2200.211100 1048.310800 1.6485 98.322200 0.121400 1.547100 0.013300 0.009500 ... 0.14280 532.3982 1.8660 8.6500 0.495400 0.010600 0.045800 0.027700 60.543000 -1.0
1405 3006.500000 2516.640000 2217.577800 1283.370100 1.3171 104.902200 0.122200 1.571500 -0.015900 -0.003700 ... 0.08770 532.2664 2.0223 9.0300 0.495800 0.018100 0.045800 0.027700 60.543000 -1.0
1406 3094.770000 2454.330000 2215.811100 1389.306500 1.3171 98.450000 0.121400 1.508400 0.011200 -0.001000 ... 0.20700 531.9873 2.0680 10.2500 0.500300 0.015900 0.045800 0.027700 60.543000 -1.0
1407 2985.780000 2460.970000 2200.211100 1048.310800 1.6485 98.322200 0.121400 1.524200 -0.000600 0.005300 ... 0.20320 529.4391 2.0075 10.0700 0.496300 0.013800 0.045800 0.027700 60.543000 -1.0
1408 3171.420000 2634.430000 2217.000000 1436.831300 1.6604 93.661100 0.119900 1.419300 0.003300 -0.005700 ... 0.18570 531.3091 1.9363 10.8500 0.502200 0.013800 0.029900 0.021600 72.023000 -1.0
1409 3068.470000 2489.070000 2200.211100 1048.310800 1.6485 98.322200 0.121400 1.440900 -0.011200 -0.001700 ... 0.08770 535.2245 2.0034 8.7400 0.496400 0.016600 0.029900 0.021600 72.023000 -1.0
1410 3012.980000 2403.890000 2215.811100 1389.306500 1.3171 98.450000 0.121400 1.568000 0.016500 -0.011300 ... 0.12370 530.5455 1.9626 9.4200 0.496800 0.017100 0.029900 0.021600 72.023000 -1.0
1411 3060.550000 2420.030000 2217.000000 1436.831300 1.6604 93.661100 0.119900 1.616200 -0.006300 -0.010800 ... 0.08770 533.1364 2.0133 7.2400 0.498800 0.014600 0.015600 0.014800 72.023000 -1.0
1412 3025.460000 2516.060000 2195.977800 1388.286900 1.5605 103.240000 0.123400 1.429800 0.012200 0.017600 ... 0.08770 531.7464 2.2909 9.1299 0.498500 0.016900 0.037800 0.014800 171.993600 -1.0
1413 2973.390000 2528.670000 2195.977800 1388.286900 1.5605 103.240000 0.123400 1.362200 -0.001300 -0.020200 ... 0.14280 530.5455 1.9626 9.4200 0.501900 0.013500 0.037800 0.014800 171.993600 -1.0
1414 3014.160000 2384.100000 2211.066700 1107.122700 1.5788 97.008900 0.121300 1.442500 -0.029100 -0.002500 ... 0.18760 530.5455 1.9626 9.4200 0.503500 0.020700 0.012200 0.008000 65.484200 -1.0
1415 3037.710000 2441.770000 2150.055600 1215.218300 1.4756 100.974400 0.124400 1.398700 0.031300 -0.018200 ... 0.08770 531.7464 2.2909 9.1299 0.497100 0.009700 0.012200 0.008000 65.484200 -1.0
1416 2999.110000 2419.250000 2217.000000 1436.831300 1.6604 93.661100 0.119900 1.478100 0.000200 -0.006200 ... 0.22890 529.4391 2.0075 10.0700 0.495900 0.009900 0.014900 0.016000 107.242700 -1.0
1417 2991.630000 2599.930000 2150.055600 1215.218300 1.4756 100.974400 0.124400 1.501000 0.025900 -0.022800 ... 0.23250 532.4700 2.1429 9.1400 0.500200 0.013500 0.014900 0.016000 107.242700 -1.0
1418 2958.300000 2574.700000 2200.211100 1048.310800 1.6485 98.322200 0.121400 1.444000 0.016800 -0.000100 ... 0.25580 532.8227 2.1206 7.9300 0.499600 0.012900 0.019100 0.009700 50.619800 -1.0
1419 2998.880000 2493.210000 2195.977800 1388.286900 1.5605 103.240000 0.123400 1.406600 -0.009400 0.000400 ... 0.17350 532.8145 2.1082 6.8800 0.501900 0.014000 0.009200 0.014800 72.023000 -1.0
1420 2975.740000 2517.350000 2162.555600 1041.036900 1.4305 100.411100 0.123800 1.496800 -0.020100 -0.006000 ... 0.08770 532.4527 1.9857 5.8300 0.499400 0.011500 0.029900 0.007100 23.643100 -1.0
1421 2939.570000 2564.930000 2205.500000 1287.353800 1.3171 111.764400 0.124100 1.582300 0.011300 -0.002200 ... 0.08770 532.8145 2.1082 6.8800 0.498300 0.015700 0.029900 0.007100 23.643100 -1.0
1422 3095.530000 2434.790000 2211.066700 1107.122700 1.5788 97.008900 0.121300 1.407500 0.028000 0.000400 ... 0.08770 529.8827 1.9602 11.0500 0.500800 0.016700 0.023200 0.011900 51.472600 -1.0
1423 3073.260000 2470.500000 2150.055600 1215.218300 1.4756 100.974400 0.124400 1.318800 -0.001300 -0.018900 ... 0.07650 531.7464 2.2909 9.1299 0.502000 0.014200 0.023200 0.011900 51.472600 -1.0
1424 3077.470000 2387.730000 2180.888900 1084.722100 0.9085 94.246700 0.122600 1.314500 -0.001300 -0.020900 ... 0.08770 536.4482 2.1186 7.0500 0.497700 0.015100 0.023200 0.011900 51.472600 -1.0
1425 3169.000000 2498.910000 2187.988900 1096.379000 0.9065 97.656700 0.122100 1.410900 -0.023900 -0.012100 ... 0.11150 532.3982 1.7961 8.6500 0.500200 0.012700 0.016600 0.012200 73.633500 -1.0
1426 2923.190000 2516.400000 2180.888900 1084.722100 0.9085 94.246700 0.122600 1.313700 0.034500 -0.013700 ... 0.08770 536.4482 2.1186 7.0500 0.493900 0.016300 0.016600 0.012200 73.633500 -1.0
1427 3003.430000 2448.340000 2205.500000 1287.353800 1.3171 111.764400 0.124100 1.433900 0.002000 -0.003600 ... 0.10170 531.7464 2.2909 9.1299 0.496600 0.008400 0.016600 0.012200 73.633500 -1.0
1428 2953.630000 2500.050000 2195.977800 1388.286900 1.5605 103.240000 0.123400 1.517700 0.018300 -0.013700 ... 0.08770 532.4700 2.1429 9.1400 0.500900 0.013500 0.017800 0.030500 171.318300 -1.0
1429 3034.740000 2458.900000 2192.188900 1435.961100 1.3171 107.398900 0.122900 1.544700 0.003600 -0.012500 ... 0.08770 533.1364 2.0133 7.2400 0.500800 0.013700 0.004800 0.017800 72.023000 -1.0
1430 3038.570000 2380.390000 2205.500000 1287.353800 1.3171 111.764400 0.124100 1.485500 -0.003400 -0.010300 ... 0.08770 531.7464 2.2909 9.1299 0.501800 0.016200 0.004800 0.017800 72.023000 -1.0
1431 2902.880000 2498.910000 2205.500000 1287.353800 1.3171 111.764400 0.124100 1.408900 0.015600 -0.014200 ... 0.08770 528.9927 1.9172 8.9100 0.502600 0.015800 0.009100 0.018000 197.127900 -1.0
1432 3001.450000 2481.720000 2162.555600 1041.036900 1.4305 100.411100 0.123800 1.621700 -0.008800 0.006400 ... 0.23520 528.7918 2.0831 6.8100 0.501100 0.012500 0.015700 0.019000 120.636500 -1.0
1433 2975.720000 2585.720000 2150.055600 1215.218300 1.4756 100.974400 0.124400 1.441300 0.008600 -0.017300 ... 0.08770 529.4391 2.0075 10.0700 0.498600 0.012000 0.015700 0.019000 120.636500 -1.0
1434 3011.840000 2498.910000 2217.000000 1436.831300 1.6604 93.661100 0.119900 1.554700 -0.004800 0.002000 ... 0.09880 532.0782 2.0447 8.3900 0.501400 0.018300 0.015700 0.019000 120.636500 -1.0
1435 3053.480000 2524.950000 2215.811100 1389.306500 1.3171 98.450000 0.121400 1.571800 0.021100 -0.000600 ... 0.14280 532.1382 2.0329 9.0200 0.500700 0.021300 0.015700 0.019000 120.636500 -1.0
1436 3011.840000 2557.200000 2195.977800 1388.286900 1.5605 103.240000 0.123400 1.415100 0.021300 -0.017900 ... 0.08770 532.1073 1.8126 7.8300 0.495700 0.015600 0.017800 0.012000 67.799400 -1.0
1437 3100.960000 2507.020000 2205.500000 1287.353800 1.3171 111.764400 0.124100 1.517200 0.007400 -0.007700 ... 0.09930 529.4391 2.0075 10.0700 0.496700 0.011500 0.017800 0.012000 67.799400 -1.0
1438 2951.840000 2477.130000 2192.188900 1435.961100 1.3171 107.398900 0.122900 1.461300 -0.002700 -0.003900 ... 0.22560 531.7464 2.2909 9.1299 0.496900 0.011800 0.017800 0.012000 67.799400 1.0
1439 3004.070000 2458.880000 2180.888900 1084.722100 0.9085 94.246700 0.122600 1.295700 0.018600 0.007000 ... 0.08770 532.8145 2.1082 6.8800 0.499700 0.016700 0.005900 0.014800 72.023000 -1.0
1440 2974.970000 2479.730000 2195.977800 1388.286900 1.5605 103.240000 0.123400 1.441100 -0.003900 -0.006500 ... 0.21270 531.7464 2.2909 9.1299 0.501400 0.019800 0.005900 0.014800 72.023000 -1.0
1441 2987.800000 2489.530000 2216.833300 1468.597400 1.7074 95.985600 0.120300 1.313400 0.015800 0.010200 ... 0.16220 530.5455 1.9626 9.4200 0.496800 0.013200 0.005900 0.014800 72.023000 -1.0
1442 2955.330000 2521.870000 2187.988900 1096.379000 0.9065 97.656700 0.122100 1.360600 0.003000 0.010700 ... 0.08770 532.4527 1.9857 5.8300 0.498300 0.009500 0.020900 0.014100 67.242500 -1.0
1443 3173.180000 2428.640000 2209.466700 1556.393000 1.4884 95.115600 0.120600 1.607300 -0.027800 -0.005700 ... 0.28110 533.1364 2.0133 7.2400 0.502100 0.019200 0.028100 0.024700 88.152800 1.0
1444 2990.570000 2534.660000 2162.555600 1041.036900 1.4305 100.411100 0.123800 1.612300 -0.016600 0.001700 ... 0.15520 528.8655 2.0891 6.3600 0.502000 0.011700 0.027400 0.012100 44.096100 -1.0
1445 3011.840000 2373.310000 2239.411100 1080.498500 1.2079 101.492200 0.120300 1.332600 0.031400 0.002100 ... 0.12960 531.7464 2.2909 9.1299 0.495800 0.013900 0.027400 0.012100 44.096100 -1.0
1446 2962.450000 2496.670000 2200.955600 1161.300400 1.3171 108.314400 0.122400 1.321600 -0.001300 0.003500 ... 0.17410 532.1073 1.8126 7.8300 0.500800 0.015300 0.025000 0.008800 35.156400 -1.0
1447 2949.120000 2553.240000 2176.800000 1461.437400 0.8864 96.236700 0.123200 1.557600 -0.020500 0.009500 ... 0.08770 531.7464 2.2909 9.1299 0.503100 0.011100 0.025000 0.008800 35.156400 -1.0
1448 3047.380000 2597.000000 2200.547318 1396.376627 1.3171 101.112908 0.122400 1.386000 0.022500 0.001800 ... 0.08770 530.0846 1.9812 9.0100 0.504800 0.016200 0.025000 0.008800 35.156400 -1.0
1449 3011.840000 2445.560000 2239.411100 1080.498500 1.2079 101.492200 0.120300 1.485700 0.016000 0.002000 ... 0.08770 536.4482 2.1186 7.0500 0.496500 0.023300 0.025000 0.008800 35.156400 -1.0
1450 3043.180000 2574.430000 2200.547318 1396.376627 1.3171 101.112908 0.120700 1.357100 0.032400 -0.000700 ... 0.23490 532.0973 2.0850 7.7400 0.500200 0.010400 0.025000 0.008800 35.156400 -1.0
1451 2976.920000 2510.090000 2187.988900 1096.379000 0.9065 97.656700 0.122100 1.447100 -0.013000 -0.007000 ... 0.13440 526.2355 2.1114 8.1500 0.500800 0.012200 0.013200 0.023300 176.444800 -1.0
1452 3059.440000 2423.750000 2239.411100 1080.498500 1.2079 101.492200 0.120300 1.412000 0.017400 0.006700 ... 0.08770 532.3982 1.7961 8.6500 0.498300 0.012700 0.015200 0.005900 38.952700 -1.0
1453 2995.840000 2504.480000 2167.688800 1096.026400 1.5066 99.598900 0.123400 1.413300 -0.007800 -0.007600 ... 0.08770 529.8827 1.9602 11.0500 0.494800 0.017700 0.015200 0.005900 38.952700 -1.0
1454 2913.840000 2393.970000 2218.811100 1021.200300 1.8970 101.492200 0.123000 1.530200 0.013300 -0.005100 ... 0.12740 532.3982 1.7961 8.6500 0.500300 0.016100 0.023200 0.013400 57.703100 -1.0
1455 3022.410000 2507.660000 2239.411100 1080.498500 1.2079 101.492200 0.120300 1.512400 0.022900 0.009100 ... 0.22160 531.7464 2.2909 9.1299 0.492200 0.014300 0.025100 0.011300 45.014000 -1.0
1456 3026.860000 2497.620000 2200.955600 1287.353800 1.3171 88.472200 0.122400 1.446000 0.010700 -0.002600 ... 0.25430 532.1073 1.8126 7.8300 0.504500 0.010800 -0.003100 0.016800 72.023000 -1.0
1457 3048.580000 2531.020000 2218.811100 1021.200300 1.8970 101.492200 0.123000 1.516900 0.009300 0.012300 ... 0.19920 536.4482 2.1186 7.0500 0.502100 0.013900 -0.003100 0.016800 72.023000 -1.0
1458 2928.890000 2504.810000 2236.111100 1546.593100 2.0300 90.423300 0.122400 1.366300 -0.012300 -0.005000 ... 0.08770 532.6327 2.1085 7.7700 0.499700 0.014200 -0.003100 0.016800 72.023000 -1.0
1459 3006.800000 2536.870000 2200.547318 1396.376627 1.3171 101.112908 0.122400 1.481400 0.018000 -0.000100 ... 0.20260 530.9445 1.9567 8.0800 0.497400 0.011100 -0.003100 0.016800 72.023000 -1.0
1460 3051.800000 2527.700000 2200.547318 1396.376627 1.3171 101.112908 0.122400 1.471400 0.004900 -0.003400 ... 0.08770 532.1073 1.8126 7.8300 0.497300 0.011200 0.016900 0.015700 93.000700 -1.0
1461 2900.290000 2451.500000 2200.547318 1396.376627 1.3171 101.112908 0.122400 1.398800 0.018500 -0.004700 ... 0.28150 531.1754 2.0396 8.0900 0.500000 0.009900 0.016900 0.015700 93.000700 -1.0
1462 3051.100000 2509.140000 2195.100000 1526.444000 0.8279 96.310000 0.120300 1.471800 0.010000 -0.012200 ... 0.08770 530.0073 2.5161 6.9100 0.496600 0.020000 0.019500 0.014800 72.023000 -1.0
1463 2982.030000 2507.740000 2195.100000 1526.444000 0.8279 96.310000 0.120300 1.306800 0.004200 -0.015300 ... 0.08770 530.0073 2.5161 6.9100 0.498000 0.016300 0.030800 0.014800 133.449400 -1.0
1464 3088.810000 2590.620000 2207.100000 1298.430900 1.0251 96.947800 0.120300 1.461600 0.016000 -0.004400 ... 0.11640 530.0073 2.5161 6.9100 0.500400 0.011900 0.022700 0.028400 125.129000 -1.0
1465 2969.650000 2449.490000 2184.422200 1017.914700 1.3713 99.436700 0.121300 1.461600 0.008100 -0.011000 ... 0.08770 530.0073 2.5161 6.9100 0.498600 0.017200 0.011700 0.014800 72.023000 -1.0
1466 2963.260000 2530.970000 2199.300000 1106.970300 0.8938 113.354400 0.124900 1.449800 0.009700 0.015000 ... 0.20400 532.3982 1.7961 8.6500 0.502000 0.015500 0.011700 0.014800 72.023000 -1.0
1467 2936.590000 2444.690000 2200.547318 1396.376627 1.3171 101.112908 0.122400 1.483800 0.003300 0.005000 ... 0.19970 530.2591 2.1186 8.2800 0.499300 0.014700 0.011700 0.014800 72.023000 -1.0
1468 2968.780000 2451.530000 2207.100000 1298.430900 1.0251 96.947800 0.120300 1.398500 -0.010500 -0.014000 ... 0.08770 532.5155 2.3188 7.3000 0.497200 0.013300 0.016700 0.031000 185.357800 -1.0
1469 2898.170000 2547.650000 2200.547318 1396.376627 1.3171 101.112908 0.122400 1.442500 0.022200 0.003700 ... 0.08200 531.1754 2.0396 8.0900 0.503600 0.016100 0.016700 0.031000 185.357800 -1.0
1470 3045.870000 2493.720000 2168.511100 1171.644200 0.8752 101.656700 0.123500 1.544200 -0.013500 0.003100 ... 0.20880 536.4482 2.1186 7.0500 0.499800 0.023400 0.016700 0.031000 185.357800 -1.0
1471 2926.380000 2383.760000 2207.100000 1298.430900 1.0251 96.947800 0.120300 1.356100 0.002100 -0.001200 ... 0.11860 532.5155 2.3188 7.3000 0.498600 0.013200 0.017200 0.022200 128.684000 -1.0
1472 3033.460000 2424.390000 2204.666700 1078.786000 0.9152 103.961100 0.119600 1.289800 0.018700 0.001700 ... 0.14310 536.5927 2.1566 6.8200 0.500800 0.014000 0.024600 0.014500 58.767000 -1.0
1473 3064.530000 2349.850000 2182.555500 1261.089800 1.2110 112.292200 0.125200 1.370800 0.006100 0.003300 ... 0.11780 537.9264 2.1814 5.4800 0.503000 0.015000 0.005700 0.010900 192.801700 -1.0
1474 2959.510000 2538.410000 2195.100000 1526.444000 0.8279 96.310000 0.120300 1.412000 0.009300 -0.013800 ... 0.08770 536.5927 2.1566 6.8200 0.497900 0.016800 0.005700 0.032800 72.023000 -1.0
1475 3068.720000 2472.410000 2195.100000 1526.444000 0.8279 96.310000 0.120300 1.461600 0.012500 -0.021300 ... 0.08770 537.9264 2.1814 5.4800 0.500500 0.017100 0.005700 0.032800 72.023000 -1.0
1476 3000.240000 2477.370000 2207.100000 1298.430900 1.0251 96.947800 0.120300 1.464200 -0.001300 0.011800 ... 0.13020 534.3264 1.5887 5.4000 0.502400 0.013200 0.005700 0.032800 72.023000 -1.0
1477 3011.840000 2417.920000 2201.288900 1015.437000 2.1366 101.492200 0.125100 1.427900 -0.004700 -0.006800 ... 0.17630 531.9600 1.8347 12.7000 0.500800 0.014000 0.005700 0.032800 72.023000 -1.0
1478 2938.510000 2515.150000 2207.100000 1298.430900 1.0251 96.947800 0.120300 1.253200 0.008900 -0.005800 ... 0.11180 536.0709 2.1472 8.3701 0.495400 0.019900 0.014800 0.019700 133.411400 -1.0
1479 3126.610000 2426.760000 2204.288900 1287.353800 1.5549 101.492200 0.123400 1.400500 -0.001300 0.008000 ... 0.11840 532.1618 2.1401 7.1100 0.505100 0.010100 0.020000 0.016900 84.677200 -1.0
1480 3016.680000 2482.880000 2204.666700 1078.786000 0.9152 103.961100 0.119600 1.393000 -0.001300 0.007800 ... 0.08770 537.9264 2.1814 5.4800 0.502700 0.017200 0.019600 0.016500 84.126100 -1.0
1481 3025.040000 2590.880000 2182.411100 1287.353800 1.4529 101.492200 0.124800 1.363900 -0.001300 0.004000 ... 0.14000 532.4527 1.9857 5.8300 0.497700 0.013800 0.017100 0.019400 113.550600 -1.0
1482 2983.640000 2542.560000 2182.411100 1287.353800 1.4529 101.492200 0.124800 1.520300 -0.001300 0.015000 ... 0.19190 532.3982 2.1186 8.6500 0.503300 0.016000 0.017100 0.019400 113.550600 -1.0
1483 3036.240000 2548.460000 2204.666700 1078.786000 0.9152 103.961100 0.119600 1.306200 -0.006900 -0.008900 ... 0.22290 534.3264 1.5887 5.4000 0.503000 0.022900 0.020500 0.014800 87.862700 -1.0
1484 2990.460000 2507.010000 2204.666700 1078.786000 0.9152 103.961100 0.119600 1.405800 0.003100 -0.019400 ... 0.08770 534.3264 1.5887 5.4000 0.496500 0.012300 0.035400 0.026600 75.189700 -1.0
1485 2911.220000 2556.640000 2204.288900 1287.353800 1.5549 101.492200 0.123400 1.443900 -0.009400 -0.004200 ... 0.25190 536.5927 2.1566 6.8200 0.498500 0.015300 0.010400 0.018500 178.040500 -1.0
1486 2984.930000 2432.380000 2177.433300 1287.353800 1.3321 101.492200 0.125300 1.347100 -0.008900 0.013500 ... 0.13060 537.1318 2.2109 8.4400 0.499400 0.011800 0.019100 0.012300 64.678900 -1.0
1487 2987.190000 2512.750000 2191.500000 1147.916200 0.9431 97.720000 0.121200 1.419700 0.002600 -0.002300 ... 0.16300 534.3936 1.9098 9.1300 0.499800 0.015400 0.005500 0.020500 72.023000 -1.0
1488 2970.420000 2494.390000 2191.500000 1147.916200 0.9431 97.720000 0.121200 1.326400 -0.001800 0.006700 ... 0.08770 536.9836 1.8675 7.4700 0.499800 0.016100 0.005500 0.020500 72.023000 -1.0
1489 3190.970000 2480.560000 2181.188900 1338.889500 2.1195 108.140000 0.126300 1.397600 0.010200 0.004300 ... 0.17320 525.6236 2.0340 10.7600 0.496300 0.019100 0.037100 0.012500 33.682300 -1.0
1490 2977.920000 2538.370000 2192.755600 867.302700 1.7393 101.492200 0.125100 1.369900 -0.002100 0.008200 ... 0.08770 532.1618 2.1401 7.1100 0.498700 0.013500 0.037100 0.012500 33.682300 -1.0
1491 3042.120000 2444.670000 2195.444400 1287.353800 1.5978 101.492200 0.123500 1.382900 -0.001900 0.001700 ... 0.08770 534.3936 1.9098 9.1300 0.499100 0.012500 0.023900 0.010400 43.564100 -1.0
1492 3070.740000 2499.350000 2181.188900 1338.889500 2.1195 108.140000 0.126300 1.350800 0.004600 -0.006600 ... 0.14280 526.2355 2.1114 8.1500 0.500700 0.014800 0.004900 0.012300 72.023000 -1.0
1493 3002.540000 2549.850000 2182.555500 1261.089800 1.2110 112.292200 0.125200 1.263400 0.005200 -0.004000 ... 0.15170 531.9873 2.0680 10.2500 0.504500 0.018100 0.004900 0.012300 72.023000 -1.0
1494 3068.640000 2498.020000 2192.755600 867.302700 1.7393 101.492200 0.125100 1.440400 -0.005000 0.004600 ... 0.09360 536.5927 2.1566 6.8200 0.502900 0.011100 0.006800 0.028000 72.023000 -1.0
1495 2983.240000 2459.970000 2187.988900 1096.379000 0.9065 97.656700 0.122100 1.357300 -0.006000 0.008500 ... 0.18890 526.2355 2.1114 8.1500 0.504500 0.013800 0.013800 0.016200 117.760300 -1.0
1496 3073.570000 2528.590000 2217.411100 1032.283600 1.4802 101.351100 0.119500 1.423400 -0.004500 0.003000 ... 0.08770 526.2355 2.1114 8.1500 0.495000 0.011500 0.013800 0.016200 117.760300 -1.0
1497 2962.430000 2543.100000 2201.288900 1015.437000 2.1366 101.492200 0.125100 1.444800 0.004200 0.001700 ... 0.08770 526.2355 2.1114 8.1500 0.498500 0.013200 0.013800 0.016200 117.760300 -1.0
1498 2918.480000 2505.290000 2204.666700 1078.786000 0.9152 103.961100 0.119600 1.417400 -0.001300 0.008000 ... 0.08770 536.5927 2.1566 6.8200 0.501600 0.011200 0.043700 0.014800 136.260800 -1.0
1499 2924.540000 2451.310000 2190.766600 1287.353800 0.8017 101.492200 0.124900 1.320700 -0.011600 -0.012800 ... 0.08770 528.7918 2.0831 6.8100 0.498500 0.013800 0.014800 0.009100 61.400500 -1.0
1500 3107.420000 2404.670000 2177.433300 1287.353800 1.3321 101.492200 0.125300 1.411900 -0.005300 0.005600 ... 0.08770 537.1318 2.2109 8.4400 0.498500 0.009600 0.014100 0.025000 176.939400 -1.0
1501 3033.220000 2546.240000 2187.344400 1287.353800 1.5876 101.492200 0.123500 1.316000 -0.014000 0.000700 ... 0.08770 536.4482 2.1186 7.0500 0.501500 0.013800 0.023600 0.011300 47.857700 -1.0
1502 2989.590000 2506.000000 2204.288900 1287.353800 1.5549 101.492200 0.123400 1.408900 -0.001300 0.002700 ... 0.08770 538.1373 2.1186 8.4399 0.504100 0.013800 0.024400 0.031900 130.765400 -1.0
1503 2921.780000 2483.770000 2177.433300 1287.353800 1.3321 101.492200 0.125300 1.276900 -0.007400 0.008600 ... 0.14790 532.1618 2.1401 7.1100 0.502800 0.011200 0.024300 0.024900 102.483400 -1.0
1504 2905.070000 2493.470000 2192.755600 867.302700 1.7393 101.492200 0.125100 1.444300 -0.002500 -0.002500 ... 0.08920 538.1373 2.1186 8.4399 0.500600 0.011000 0.021500 0.017500 81.281000 -1.0
1505 3026.670000 2529.820000 2192.788900 1268.585200 1.9935 104.586700 0.126800 1.424100 0.000800 -0.003100 ... 0.13860 536.2964 2.0719 8.3900 0.499500 0.017800 0.010400 0.012700 122.571300 -1.0
1506 2883.880000 2515.460000 2177.433300 1287.353800 1.3321 101.492200 0.125300 1.388100 -0.014600 0.004800 ... 0.08770 536.4482 2.1186 7.0500 0.499700 0.013600 0.020000 0.016400 82.087500 -1.0
1507 2996.650000 2512.020000 2191.355600 1111.476400 1.4549 97.155600 0.121000 1.295600 0.000500 0.004600 ... 0.08640 526.2355 2.1114 8.1500 0.503700 0.014500 0.020100 0.010600 52.684100 -1.0
1508 2992.070000 2354.500000 2191.355600 1111.476400 1.4549 97.155600 0.121000 1.363600 -0.010300 -0.005600 ... 0.08770 532.3782 2.0882 9.6300 0.506700 0.013800 0.031100 0.031700 101.962700 -1.0
1509 2931.110000 2485.990000 2208.588900 1116.331600 0.8396 107.630000 0.120700 1.348800 -0.001800 0.003500 ... 0.08770 537.9264 2.1814 5.4800 0.505100 0.013700 0.031100 0.031700 101.962700 -1.0
1510 2966.200000 2588.360000 2192.788900 1268.585200 1.9935 104.586700 0.126800 1.437900 -0.014400 -0.006800 ... 0.13450 532.5155 2.3188 7.3000 0.497600 0.016000 0.035000 0.011700 33.469500 -1.0
1511 2984.990000 2501.050000 2190.766600 1287.353800 0.8017 101.492200 0.124900 1.310800 -0.007700 -0.012000 ... 0.17800 531.9600 1.8347 12.7000 0.501900 0.012600 0.015600 0.010100 64.468600 -1.0
1512 3031.930000 2580.670000 2205.500000 1287.353800 1.3171 111.764400 0.124100 1.602400 -0.004300 0.003200 ... 0.08770 529.4391 2.0075 10.0700 0.496500 0.017300 0.013800 0.017300 125.303200 -1.0
1513 3067.020000 2608.210000 2190.766600 1287.353800 0.8017 101.492200 0.124900 1.305900 0.007600 0.002100 ... 0.08770 536.9836 1.8675 7.4700 0.501200 0.016600 0.019700 0.006800 34.609300 -1.0
1514 2949.900000 2447.260000 2264.700000 1211.129100 0.8785 99.635600 0.117300 1.338000 -0.001800 -0.006300 ... 0.08770 535.9345 2.2444 6.3500 0.496600 0.013400 0.029500 0.018000 61.032900 -1.0
1515 3012.340000 2416.090000 2192.788900 1268.585200 1.9935 104.586700 0.126800 1.301000 -0.006000 0.000600 ... 0.08590 537.1318 2.2109 8.4400 0.502900 0.018500 0.026300 0.007000 26.513700 -1.0
1516 3018.700000 2430.370000 2192.788900 1268.585200 1.9935 104.586700 0.126800 1.351700 -0.002900 -0.006500 ... 0.08770 537.9264 2.1814 5.4800 0.499200 0.011700 0.014600 0.009000 61.593600 -1.0
1517 2935.390000 2575.410000 2179.733300 1287.353800 1.4843 101.492200 0.124800 1.307600 0.004600 0.004400 ... 0.08770 536.9836 1.8675 7.4700 0.499200 0.017700 0.026000 0.013600 52.182700 -1.0
1518 3011.840000 2498.910000 2223.533300 1352.186900 0.8714 97.218900 0.119600 1.351100 0.012000 -0.004900 ... 0.27590 534.3264 1.5887 5.4000 0.499800 0.013800 0.029800 0.020800 69.983700 -1.0
1519 2903.340000 2585.480000 2196.111100 1472.640000 1.5599 94.652200 0.121200 1.513400 0.003600 -0.005500 ... 0.19310 530.3364 2.3002 10.0300 0.497900 0.017600 0.015700 0.013400 85.312200 1.0
1520 2998.060000 2465.430000 2223.533300 1352.186900 0.8714 97.218900 0.119600 1.345400 -0.003200 0.002800 ... 0.11990 529.3100 2.2860 7.6200 0.501100 0.015100 0.011500 0.014200 122.991700 -1.0
1521 2943.760000 2481.990000 2190.766600 1287.353800 0.8017 101.492200 0.124900 1.321400 0.000900 -0.007400 ... 0.24580 536.0709 2.1472 8.3701 0.500700 0.013500 0.011500 0.014200 122.991700 -1.0
1522 3015.710000 2531.500000 2204.666700 1078.786000 0.9152 103.961100 0.119600 1.386800 0.018400 0.003500 ... 0.08770 532.1618 2.1401 7.1100 0.500600 0.019600 0.012800 0.011300 88.136500 -1.0
1523 2930.660000 2538.330000 2187.344400 1287.353800 1.5876 101.492200 0.123500 1.287200 -0.011700 0.000400 ... 0.08770 536.9836 1.8675 7.4700 0.499500 0.012700 0.009100 0.016900 185.836900 -1.0
1524 3142.210000 2389.910000 2223.533300 1352.186900 0.8714 97.218900 0.119600 1.346500 -0.005400 -0.017000 ... 0.23100 526.2355 2.1114 8.1500 0.503700 0.013800 0.009100 0.016900 185.836900 -1.0
1525 2977.740000 2611.500000 2192.788900 1268.585200 1.9935 104.586700 0.126800 1.424100 -0.004300 -0.001200 ... 0.08770 534.3264 1.5887 5.4000 0.500300 0.016500 0.036300 0.013500 37.227700 -1.0
1526 3042.450000 2530.960000 2191.355600 1111.476400 1.4549 97.155600 0.121000 1.334500 0.008500 0.009700 ... 0.06670 528.7918 2.0831 6.8100 0.498200 0.014300 0.036300 0.013500 37.227700 -1.0
1527 3051.200000 2401.590000 2190.766600 1287.353800 0.8017 101.492200 0.124900 1.322600 0.002500 0.008500 ... 0.08770 528.7918 2.0831 6.8100 0.499100 0.011500 0.015300 0.023000 149.812700 -1.0
1528 3028.340000 2499.720000 2179.733300 1287.353800 1.4843 101.492200 0.124800 1.330700 -0.007700 0.004600 ... 0.26600 532.1618 2.1401 7.1100 0.496800 0.018900 0.013900 0.009700 70.242500 -1.0
1529 3068.780000 2452.520000 2217.411100 1032.283600 1.4802 101.351100 0.119500 1.499400 0.000000 -0.006000 ... 0.24060 532.7627 2.2678 7.5000 0.496400 0.019300 0.013900 0.009700 70.242500 -1.0
1530 3072.290000 2354.240000 2177.033300 1183.728700 1.5726 98.797800 0.121300 1.296300 -0.005900 -0.007700 ... 0.12070 532.1618 2.1401 7.1100 0.500800 0.010800 0.010100 0.014000 138.337100 -1.0
1531 2959.860000 2437.760000 2192.788900 1268.585200 1.9935 104.586700 0.126800 1.459900 -0.007500 -0.010900 ... 0.08770 528.7918 2.0831 6.8100 0.500000 0.016900 0.016800 0.014800 207.295500 -1.0
1532 3169.640000 2563.950000 2167.422200 1287.353800 1.4892 101.492200 0.125500 1.437800 -0.000700 0.004300 ... 0.08770 537.9264 2.1814 5.4800 0.500700 0.013800 0.016800 0.014800 207.295500 -1.0
1533 3011.320000 2417.430000 2184.988900 1124.209600 2.1987 101.492200 0.126500 1.383400 0.000200 -0.002600 ... 0.13350 538.5645 2.3008 4.8400 0.499500 0.019500 0.016800 0.014800 207.295500 -1.0
1534 2969.290000 2558.560000 2155.855600 812.129400 1.0047 101.492200 0.126300 1.329700 0.002000 0.001600 ... 0.08770 532.9918 2.0745 8.5200 0.501300 0.015800 0.008000 0.027200 72.023000 -1.0
1535 3028.640000 2532.710000 2192.788900 1268.585200 1.9935 104.586700 0.126800 1.353200 0.000600 0.005100 ... 0.14280 534.0200 2.1718 7.3500 0.497200 0.014500 0.019900 0.009700 48.704500 -1.0
1536 3059.590000 2465.540000 2191.355600 1111.476400 1.4549 97.155600 0.121000 1.466300 -0.012300 -0.001900 ... 0.14420 525.2427 2.1327 10.1900 0.502300 0.014800 0.019900 0.009700 48.704500 -1.0
1537 3006.220000 2525.200000 2192.788900 1268.585200 1.9935 104.586700 0.126800 1.452200 -0.003900 -0.007500 ... 0.14200 533.7318 2.0706 8.1300 0.494200 0.017500 0.019900 0.009700 48.704500 -1.0
1538 3128.110000 2367.160000 2223.533300 1352.186900 0.8714 97.218900 0.119600 1.390700 0.007400 0.007800 ... 0.08770 528.7918 2.0831 6.8100 0.497700 0.014400 0.023700 0.011200 47.337600 -1.0
1539 2908.940000 2560.990000 2187.344400 1287.353800 1.5876 101.492200 0.123500 1.416700 0.004100 -0.005600 ... 0.21570 532.3982 1.7961 8.6500 0.498700 0.011800 0.023700 0.011200 47.337600 -1.0
1540 2996.040000 2555.920000 2190.766600 1287.353800 0.8017 101.492200 0.124900 1.415800 -0.002900 0.000000 ... 0.11850 525.6127 2.0059 10.2500 0.501100 0.016300 0.018100 0.012300 67.667600 -1.0
1541 3011.840000 2499.790000 2216.811100 1190.406700 1.3171 101.492200 0.123000 1.396600 -0.005700 -0.016900 ... 0.08770 526.2355 2.1114 8.1500 0.502100 0.010300 0.026600 0.006300 23.597900 -1.0
1542 2965.570000 2487.910000 2210.355600 910.717700 1.6941 101.492200 0.126800 1.310900 0.017400 0.003800 ... 0.14430 532.2627 2.1154 10.1500 0.499200 0.013600 0.021600 0.026300 121.942600 -1.0
1543 3109.180000 2447.970000 2210.355600 910.717700 1.6941 101.492200 0.126800 1.350200 0.020100 0.003700 ... 0.08520 533.0909 2.3195 10.7200 0.497500 0.010900 0.027300 0.013900 50.882700 -1.0
1544 3108.980000 2537.730000 2210.355600 910.717700 1.6941 101.492200 0.126800 1.290100 0.020200 0.003100 ... 0.04880 532.2627 2.1154 10.1500 0.498600 0.019200 0.017200 0.012600 72.967600 -1.0
1545 3100.190000 2490.600000 2212.844500 1068.564400 1.7835 113.883300 0.124900 1.429400 -0.001400 0.013500 ... 0.27410 529.3845 2.3706 8.7200 0.495100 0.016500 0.006300 0.025200 72.023000 -1.0
1546 3093.240000 2488.180000 2212.844500 1068.564400 1.7835 113.883300 0.124900 1.348200 0.006000 0.013900 ... 0.13740 530.3709 2.3435 6.4900 0.502200 0.013800 0.013400 0.014200 105.714200 -1.0
1547 3008.770000 2542.360000 2167.422200 1287.353800 1.4892 101.492200 0.125500 1.289500 0.002300 -0.002400 ... 0.08770 532.1618 2.1401 7.1100 0.501200 0.016000 0.022200 0.008000 36.297500 -1.0
1548 3027.010000 2464.980000 2212.633400 1081.566200 1.0096 113.427800 0.125300 1.441000 0.003500 0.014200 ... 0.08770 527.8955 2.3099 9.6600 0.494400 0.017100 0.025300 0.022400 88.581200 -1.0
1549 3183.630000 2498.000000 2195.444400 1287.353800 1.5978 101.492200 0.123500 1.412900 -0.008100 -0.000500 ... 0.07330 534.5864 1.8987 7.4600 0.503700 0.011700 0.025300 0.022400 88.581200 -1.0
1550 3072.200000 2406.470000 2195.444400 1287.353800 1.5978 101.492200 0.123500 1.314800 -0.002400 0.003900 ... 0.08770 532.1618 2.1401 7.1100 0.503400 0.017800 0.023600 0.006500 27.551400 -1.0
1551 2958.430000 2489.060000 2192.755600 867.302700 1.7393 101.492200 0.125100 1.438600 -0.017900 -0.004800 ... 0.08770 532.1618 2.1401 7.1100 0.497200 0.015700 0.040000 0.012300 30.757400 -1.0
1552 2939.350000 2521.980000 2195.100000 1526.444000 0.8279 96.310000 0.120300 1.436600 0.008300 -0.002900 ... 0.05840 532.4527 1.9857 5.8300 0.503100 0.011100 0.008500 0.021200 72.023000 -1.0
1553 3020.790000 2500.190000 2210.355600 910.717700 1.6941 101.492200 0.126800 1.340500 0.020100 0.001800 ... 0.12040 532.2627 2.1154 10.1500 0.498500 0.012600 0.017400 0.023400 134.398300 -1.0
1554 3031.780000 2528.550000 2182.555500 1261.089800 1.2110 112.292200 0.125200 1.348500 0.015100 0.000300 ... 0.08770 537.9264 2.1814 5.4800 0.502500 0.013800 0.023500 0.027500 117.094500 -1.0
1555 2902.960000 2515.030000 2181.188900 1338.889500 2.1195 108.140000 0.126300 1.325500 -0.005200 -0.001600 ... 0.08770 537.0846 2.1754 7.2800 0.500200 0.013000 0.008600 0.016000 184.870300 -1.0
1556 3025.210000 2503.300000 2179.733300 1287.353800 1.4843 101.492200 0.124800 1.368700 -0.007000 -0.003300 ... 0.08770 531.9600 1.8347 12.7000 0.501900 0.015800 0.012000 0.005500 46.107600 -1.0
1557 3072.100000 2534.870000 2177.433300 1287.353800 1.3321 101.492200 0.125300 1.435900 -0.011400 0.009600 ... 0.08770 534.3264 1.5887 5.4000 0.501000 0.013200 0.027700 0.007400 26.733000 -1.0
1558 3012.300000 2466.840000 2217.411100 1032.283600 1.4802 101.351100 0.119500 1.383200 0.004200 0.002300 ... 0.02640 532.1700 2.1510 9.1600 0.499300 0.013000 0.009700 0.017200 176.678300 -1.0
1559 3076.330000 2456.130000 2217.411100 1032.283600 1.4802 101.351100 0.119500 1.312000 -0.004300 -0.006300 ... 0.14280 528.7918 2.0831 6.8100 0.496000 0.015700 0.015000 0.017600 117.456400 -1.0
1560 3011.840000 2549.420000 2204.288900 1287.353800 1.5549 101.492200 0.123400 1.281100 0.003700 0.001700 ... 0.08770 536.5927 2.1566 6.8200 0.500900 0.015500 0.010500 0.013300 127.315400 -1.0
1561 2951.140000 2326.590000 2212.633400 1081.566200 1.0096 113.427800 0.125300 1.449200 -0.013400 0.012700 ... 0.14561 527.9364 2.3919 9.6900 0.496500 0.011800 0.032000 0.014800 46.457300 -1.0
1562 2899.410000 2464.360000 2179.733300 1287.353800 1.4843 101.492200 0.124800 1.342400 -0.004500 -0.005700 ... 0.08770 536.3418 2.0153 7.9800 0.498800 0.014300 0.006800 0.013800 203.172000 -1.0
1563 3052.310000 2522.550000 2198.566700 1124.659500 0.8763 98.468900 0.120500 1.433300 -0.006100 -0.009300 ... 0.13080 537.9264 2.1814 5.4800 0.497500 0.013100 0.006800 0.013800 203.172000 -1.0
1564 2978.810000 2379.780000 2206.300000 1110.496700 0.8236 99.412200 0.120800 1.462862 -0.000841 0.000146 ... 0.23880 530.3709 2.3435 6.4900 0.498700 0.015300 0.019700 0.008600 43.523100 -1.0
1565 2894.920000 2532.010000 2177.033300 1183.728700 1.5726 98.797800 0.121300 1.462200 -0.007200 0.003200 ... 0.08770 534.3936 1.9098 9.1300 0.500400 0.017800 0.026200 0.024500 93.494100 -1.0
1566 2944.920000 2450.760000 2195.444400 1287.353800 1.5978 101.492200 0.123500 1.462862 -0.000841 0.000146 ... 0.13070 528.7918 2.0831 6.8100 0.498700 0.018100 0.011700 0.016200 137.784400 -1.0

1567 rows × 202 columns

Target varibale name is changed due to resetting of column indexes, renaming it to Pass/Fail again

In [ ]:
sdata1.rename(columns= {201: 'Pass/Fail'}, inplace= True)
In [ ]:
sdata1.head()
Out[ ]:
0 1 2 3 4 5 6 7 8 9 ... 192 193 194 195 196 197 198 199 200 Pass/Fail
0 3030.93 2564.00 2187.7333 1411.1265 1.3602 97.6133 0.1242 1.5005 0.0162 -0.0034 ... 0.14561 533.8500 2.1113 8.95 0.5005 0.0118 0.021458 0.016475 99.670066 -1.0
1 3095.78 2465.14 2230.4222 1463.6606 0.8294 102.3433 0.1247 1.4966 -0.0005 -0.0148 ... 0.14561 535.0164 2.4335 5.92 0.5019 0.0223 0.009600 0.020100 208.204500 -1.0
2 2932.61 2559.94 2186.4111 1698.0172 1.5102 95.4878 0.1241 1.4436 0.0041 0.0013 ... 0.14280 535.0245 2.0293 11.21 0.4958 0.0157 0.020500 0.014800 82.860200 1.0
3 2988.72 2479.90 2199.0333 909.7926 1.3204 104.2367 0.1217 1.4882 -0.0124 -0.0033 ... 0.16300 530.5682 2.0253 9.33 0.4990 0.0103 0.020200 0.014900 73.843200 -1.0
4 3032.24 2502.87 2233.3667 1326.5200 1.5334 100.3967 0.1235 1.5031 -0.0031 -0.0072 ... 0.14561 532.0155 2.0275 8.83 0.5002 0.0138 0.020200 0.014900 73.843200 -1.0

5 rows × 202 columns

In [ ]:
X = sdata1.drop(['Pass/Fail'], axis = 1)
y = sdata1['Pass/Fail']
In [ ]:
X.head()
Out[ ]:
0 1 2 3 4 5 6 7 8 9 ... 191 192 193 194 195 196 197 198 199 200
0 3030.93 2564.00 2187.7333 1411.1265 1.3602 97.6133 0.1242 1.5005 0.0162 -0.0034 ... 6.444985 0.14561 533.8500 2.1113 8.95 0.5005 0.0118 0.021458 0.016475 99.670066
1 3095.78 2465.14 2230.4222 1463.6606 0.8294 102.3433 0.1247 1.4966 -0.0005 -0.0148 ... 6.444985 0.14561 535.0164 2.4335 5.92 0.5019 0.0223 0.009600 0.020100 208.204500
2 2932.61 2559.94 2186.4111 1698.0172 1.5102 95.4878 0.1241 1.4436 0.0041 0.0013 ... 6.290000 0.14280 535.0245 2.0293 11.21 0.4958 0.0157 0.020500 0.014800 82.860200
3 2988.72 2479.90 2199.0333 909.7926 1.3204 104.2367 0.1217 1.4882 -0.0124 -0.0033 ... 7.320000 0.16300 530.5682 2.0253 9.33 0.4990 0.0103 0.020200 0.014900 73.843200
4 3032.24 2502.87 2233.3667 1326.5200 1.5334 100.3967 0.1235 1.5031 -0.0031 -0.0072 ... 6.444985 0.14561 532.0155 2.0275 8.83 0.5002 0.0138 0.020200 0.014900 73.843200

5 rows × 201 columns

In [ ]:
y.head()
Out[ ]:
0   -1.0
1   -1.0
2    1.0
3   -1.0
4   -1.0
Name: Pass/Fail, dtype: float64

Check for target balancing and fix it if found imbalanced

In [ ]:
 y.value_counts()
Out[ ]:
-1.0    1463
 1.0     104
Name: Pass/Fail, dtype: int64

The data is imbalanced as we have checked and identified in previous steps. The data is biased towards the Pass category. We will use random oversampling technique

In [ ]:
import imblearn
from imblearn.over_sampling import RandomOverSampler

oversample = RandomOverSampler()
X_res, y_res = oversample.fit_resample(X, y)
In [ ]:
y_res.value_counts()
Out[ ]:
-1.0    1463
 1.0    1463
Name: Pass/Fail, dtype: int64
In [ ]:
print("After UpSampling, counts of label '-1': {}".format(sum(y_res== -1)))
print("After UpSampling, counts of label '1': {} \n".format(sum(y_res== 1)))



print('After UpSampling, the shape of X_res: {}'.format(X_res.shape))
print('After UpSampling, the shape of y_res: {} \n'.format(y_res.shape))

After UpSampling, counts of label '-1': 1463
After UpSampling, counts of label '1': 1463 

After UpSampling, the shape of X_res: (2926, 201)
After UpSampling, the shape of y_res: (2926,)

Perform train-test split and standardise the data or vice versa if required

In [ ]:
from sklearn.preprocessing import MinMaxScaler, StandardScaler
from sklearn.model_selection import train_test_split
from sklearn.metrics import classification_report, confusion_matrix
In [ ]:
X_train, X_test, y_train, y_test = train_test_split (X_res, y_res,  test_size= 0.20, random_state= 2)
In [ ]:
scaler = StandardScaler()

Scaled_X_train = scaler.fit_transform(X_train)
Scaled_X_train.shape
Out[ ]:
(2340, 201)
In [ ]:
Scaled_X_test = scaler.fit_transform(X_test)
Scaled_X_test.shape
Out[ ]:
(586, 201)

Check if the train and test data have similar statistical characteristics when compared with original data.

In [ ]:
X.describe().T
Out[ ]:
count mean std min 25% 50% 75% max
0 1567.0 3010.002449 61.721903 2831.9100 2968.195000 3011.840000 3051.840000 3190.9700
1 1567.0 2496.985253 59.577861 2326.5900 2459.870000 2498.910000 2534.325000 2666.0400
2 1567.0 2201.001188 25.681452 2126.6555 2183.055600 2200.955600 2217.577800 2270.2556
3 1567.0 1345.707557 334.300811 711.0258 1084.377900 1287.353800 1551.694700 2347.9092
4 1567.0 1.296507 0.333287 0.6815 1.017700 1.317100 1.490500 2.2449
5 1567.0 101.428935 4.466126 88.0911 98.805600 101.492200 104.198900 113.8833
6 1567.0 0.122455 0.001881 0.1171 0.121100 0.122400 0.123800 0.1276
7 1567.0 1.463768 0.072346 1.2532 1.411650 1.461600 1.516850 1.6564
8 1567.0 -0.001384 0.013846 -0.0393 -0.010650 -0.001300 0.007600 0.0362
9 1567.0 0.000149 0.008298 -0.0228 -0.005250 0.000400 0.005700 0.0230
10 1567.0 0.964750 0.009134 0.9416 0.958300 0.965800 0.971300 0.9848
11 1567.0 199.895039 2.482978 192.5209 198.146200 199.537100 201.982100 207.1451
12 1567.0 8.943571 2.693693 2.2493 7.096750 8.973900 10.795600 16.3650
13 1567.0 412.488580 8.454369 389.4671 406.138050 412.262900 418.872250 434.7942
14 1567.0 9.862549 0.410041 8.7404 9.592050 9.852000 10.114800 10.9629
15 1567.0 190.044686 2.522939 182.5944 188.324450 189.675700 192.151150 197.8428
16 1567.0 12.501824 0.063653 12.3351 12.464700 12.499600 12.545500 12.6627
17 1567.0 1.405865 0.013338 1.3701 1.397000 1.406000 1.414750 1.4422
18 1567.0 -5665.417382 443.409707 -6736.0000 -5873.000000 -5523.250000 -5370.625000 -4520.7500
19 1567.0 -3850.505062 723.913489 -5866.0000 -4189.375000 -3819.750000 -3541.875000 -1876.7500
20 1567.0 -202.348987 1857.241923 -5718.5000 -1144.000000 -80.500000 1276.875000 5385.6667
21 1567.0 1.223995 0.131257 0.8902 1.248300 1.283000 1.304300 1.3828
22 1567.0 69.535043 3.407205 60.1111 67.405550 69.155600 72.255550 77.9000
23 1567.0 2.374933 0.389814 1.2667 2.088900 2.377800 2.650000 3.3889
24 1567.0 3.406542 0.074917 3.1270 3.363150 3.431400 3.439350 3.7759
25 1567.0 85.114578 0.896313 83.1829 84.490500 85.140400 85.710300 87.4809
26 1567.0 8.801163 0.344924 8.0787 8.580050 8.770000 8.997900 9.7571
27 1567.0 66.209168 0.204526 65.5921 66.070100 66.231400 66.320300 66.7256
28 1567.0 86.774867 0.286822 85.9594 86.580800 86.820700 86.955000 87.5241
29 1567.0 78.300675 3.179451 65.3400 77.840000 78.270000 80.180000 86.1200
30 1567.0 3.044704 0.530738 1.5820 2.743000 3.080000 3.313000 4.6960
31 1567.0 355.495086 6.164386 342.7545 350.802250 353.727300 360.709100 375.2936
32 1567.0 10.038612 0.157380 9.5859 9.934800 10.034700 10.151200 10.4685
33 1567.0 136.607621 7.455240 115.2955 130.760950 136.416400 141.992700 158.9564
34 1567.0 1.177958 0.189576 0.4967 0.985000 1.250600 1.340200 1.5111
35 1567.0 139.991673 4.400788 127.6718 136.992750 140.005500 143.187750 151.9255
36 1567.0 4.596534 0.030795 4.5130 4.575000 4.596000 4.615000 4.6810
37 1567.0 2855.910458 25.316673 2801.0000 2836.000000 2854.000000 2874.000000 2918.0000
38 1567.0 0.929375 0.005254 0.9142 0.925700 0.931000 0.933100 0.9378
39 1567.0 0.949357 0.003937 0.9391 0.946700 0.949300 0.952000 0.9598
40 1567.0 4.595859 0.079085 4.4350 4.532400 4.572700 4.668600 4.8475
41 1567.0 0.597040 3.764534 -10.8745 -1.652250 0.973600 2.469550 13.5955
42 1567.0 10.438601 0.225672 9.8279 10.308000 10.434600 10.580100 11.0416
43 1567.0 116.530422 6.174482 99.0464 112.365000 116.236400 120.685500 133.5918
44 1567.0 13.235233 4.078359 1.6591 10.383650 13.262700 15.780450 25.1263
45 1567.0 19.964308 3.823957 9.7645 17.400000 20.044500 22.296350 30.8745
46 1567.0 0.974470 0.099868 0.6366 0.898350 0.978600 1.043100 1.3231
47 1567.0 147.584797 3.417199 138.2755 145.309100 147.592700 149.883200 156.8709
48 1567.0 99.569438 19.628579 45.8924 88.660700 102.651200 111.510600 156.3049
49 1567.0 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.0000
50 1567.0 -0.005898 0.018240 -0.0578 -0.018000 -0.006600 0.006300 0.0439
51 1567.0 -0.028836 0.031220 -0.1173 -0.049950 -0.029390 -0.007100 0.0560
52 1567.0 -0.008651 0.028343 -0.0810 -0.029350 -0.009400 0.006850 0.0661
53 1567.0 -0.014716 0.044356 -0.1272 -0.047000 -0.013643 0.011150 0.1009
54 1567.0 -0.000094 0.016874 -0.0458 -0.010650 0.000800 0.009700 0.0480
55 1567.0 -0.020621 0.044661 -0.1204 -0.040200 -0.009300 0.006800 0.0861
56 1567.0 -0.019121 0.010249 -0.0495 -0.024500 -0.019900 -0.013150 0.0101
57 1567.0 0.003539 0.030080 -0.0776 -0.017050 0.006700 0.024800 0.0903
58 1567.0 7.455225 0.497487 6.0616 7.112050 7.467400 7.804350 8.8258
59 1567.0 0.133131 0.004829 0.1206 0.129900 0.133108 0.136200 0.1460
60 1567.0 2.402672 0.034050 2.3021 2.377800 2.403900 2.427950 2.4925
61 1567.0 0.983101 0.009375 0.9561 0.978900 0.987400 0.989700 0.9935
62 1567.0 1810.205918 48.026356 1681.4480 1779.708800 1809.249200 1841.820500 1937.2993
63 1567.0 0.186176 0.019357 0.1295 0.169950 0.189300 0.199850 0.2456
64 1567.0 8815.230623 343.585039 7869.7000 8583.960000 8827.536865 9040.305000 9770.2801
65 1567.0 0.005229 0.068651 -0.1791 -0.036400 0.000100 0.045300 0.1883
66 1567.0 0.000373 0.002205 -0.0058 -0.001000 0.000400 0.001800 0.0067
67 1567.0 -0.000141 0.001800 -0.0055 -0.001300 -0.000200 0.000950 0.0049
68 1567.0 -0.000026 0.000132 -0.0004 -0.000100 0.000000 0.000000 0.0004
69 1567.0 0.000055 0.000080 -0.0001 0.000000 0.000000 0.000100 0.0002
70 1567.0 -0.000583 0.042765 -0.1163 -0.027900 0.000000 0.027000 0.1190
71 1567.0 -0.000021 0.000282 -0.0008 -0.000200 0.000000 0.000100 0.0008
72 1567.0 -0.002121 0.048673 -0.1359 -0.033700 0.000000 0.027100 0.1363
73 1567.0 -0.009902 0.002668 -0.0172 -0.011800 -0.010100 -0.008400 -0.0029
74 1567.0 0.001227 0.069275 -0.1932 -0.042900 0.000000 0.044600 0.1940
75 1567.0 -0.014685 0.073597 -0.2123 -0.063000 -0.010789 0.033000 0.1844
76 1567.0 0.945810 0.010385 0.9182 0.939300 0.946400 0.952100 0.9726
77 1567.0 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.0000
78 1567.0 749.177911 41.033245 637.5776 725.405650 750.861400 775.351300 855.1222
79 1567.0 0.990471 0.000693 0.9883 0.990200 0.990500 0.990900 0.9924
80 1567.0 58.560491 0.815839 56.2629 58.085250 58.549100 59.101800 60.8325
81 1567.0 0.598795 0.006582 0.5809 0.594700 0.598900 0.603200 0.6166
82 1567.0 0.971017 0.007020 0.9530 0.964900 0.969400 0.978300 0.9827
83 1567.0 6.312361 0.091426 6.0539 6.252700 6.313600 6.371250 6.5674
84 1567.0 15.798307 0.092055 15.5400 15.730000 15.790000 15.860000 16.0300
85 1567.0 3.859643 0.842413 1.6710 3.202000 3.879000 4.361000 6.1010
86 1567.0 2.724095 0.191727 2.3400 2.574000 2.736000 2.852000 3.3200
87 1567.0 3.188009 0.166331 2.7450 3.076000 3.195000 3.287000 3.6560
88 1567.0 -0.200398 0.636518 -2.3170 -0.520400 -0.141900 0.047300 1.4190
89 1567.0 0.997680 0.001733 0.9936 0.996400 0.997800 0.998900 1.0020
90 1567.0 2.318545 0.053045 2.1911 2.277300 2.312400 2.358300 2.4723
91 1567.0 1004.342236 6.083020 987.2854 1000.448900 1004.043093 1008.670600 1020.9944
92 1567.0 39.225287 2.570539 33.3658 37.368900 38.953800 40.737600 45.9542
93 1567.0 109.075179 23.500654 58.0000 92.000000 109.000000 125.000000 179.0000
94 1567.0 138.194747 53.806417 36.1000 90.150000 135.100000 180.900000 295.8000
95 1567.0 122.446171 51.690859 19.2000 81.400000 118.100000 161.200000 281.2000
96 1567.0 57.166388 8.559675 34.5000 51.799800 56.099900 61.349950 80.2002
97 1567.0 366.079433 162.026852 0.0000 243.841100 340.736000 450.786000 864.4250
98 1567.0 6.288706 1.736193 1.7400 5.110000 6.270000 7.320000 11.0400
99 1567.0 0.004110 0.001084 0.0012 0.003300 0.003900 0.004800 0.0071
100 1567.0 0.106152 0.031580 0.0324 0.083900 0.107500 0.123200 0.2052
101 1567.0 0.059407 0.015886 0.0214 0.048050 0.058600 0.068800 0.1064
102 1567.0 0.051143 0.012847 0.0227 0.042350 0.050000 0.057950 0.0901
103 1567.0 6.446958 2.633478 1.3370 4.465500 5.954000 7.904500 13.9550
104 1567.0 11.241646 4.197985 2.0200 8.096000 11.000000 14.047403 23.4840
105 1567.0 0.011362 0.004778 0.0036 0.007300 0.011100 0.014600 0.0254
106 1567.0 0.050733 0.019517 0.0111 0.036250 0.048700 0.063650 0.1123
107 1567.0 648.217844 324.829223 0.0000 411.500000 623.000000 820.000000 1745.0000
108 1567.0 443.920672 202.676524 0.0000 295.000000 438.000000 591.000000 1109.0000
109 1567.0 3004.780281 2294.624150 0.0000 1322.500000 2620.000000 4052.000000 10594.0000
110 1567.0 2925.776841 3646.956124 0.0000 451.000000 1787.000000 3544.500000 15250.0000
111 1567.0 2.666801 0.748497 0.8000 2.100000 2.600000 3.100000 4.8000
112 1567.0 1.199982 0.400999 0.3000 0.900000 1.200000 1.400000 2.4000
113 1567.0 0.121634 0.040153 0.0330 0.090000 0.119000 0.148000 0.2400
114 1567.0 0.399208 0.195641 0.0460 0.230500 0.411000 0.535000 0.9940
115 1567.0 0.683734 0.156523 0.2979 0.575600 0.686000 0.795000 1.0854
116 1567.0 0.110227 0.040287 0.0089 0.079800 0.112500 0.133200 0.2290
117 1567.0 0.320840 0.069820 0.1523 0.276900 0.323600 0.370000 0.5096
118 1567.0 0.575715 0.086167 0.3681 0.520700 0.576700 0.632800 0.8014
119 1567.0 0.773039 0.108436 0.5005 0.692200 0.768200 0.836600 1.0658
120 1567.0 0.243832 0.073729 0.0735 0.196300 0.242900 0.293000 0.4348
121 1567.0 0.288928 0.094658 0.0470 0.222000 0.299000 0.346000 0.6500
122 1567.0 18.951783 3.066752 10.9000 16.870000 18.690000 20.880000 27.0800
123 1567.0 0.540353 0.203675 0.0930 0.378000 0.524000 0.685000 1.1460
124 1567.0 10.613306 3.625751 3.1700 7.735000 10.180000 13.255000 21.7100
125 1567.0 26.618974 6.585366 5.4760 21.175500 27.197000 31.643500 43.1010
126 1567.0 0.135938 0.046407 0.0297 0.102200 0.132700 0.163700 0.2676
127 1567.0 42.977474 21.164002 6.6130 24.714000 40.216000 57.576500 106.8310
128 1567.0 0.261368 0.048969 0.1050 0.245000 0.259000 0.288500 0.4070
129 1567.0 17.209803 4.247115 5.4800 14.280000 17.280000 20.030000 29.1200
130 1567.0 7.253839 2.948589 0.0000 5.025000 6.770000 9.010000 16.1700
131 1567.0 72.123258 26.259225 5.3590 56.220500 73.264316 89.374500 140.9010
132 1567.0 0.080887 0.021551 0.0319 0.065900 0.080300 0.092950 0.1476
133 1567.0 0.053197 0.014885 0.0138 0.044150 0.053600 0.061600 0.0942
134 1567.0 0.046427 0.019531 0.0071 0.032600 0.042000 0.055450 0.1060
135 1567.0 0.055818 0.025492 0.0037 0.036950 0.056700 0.071350 0.1262
136 1567.0 0.074729 0.023314 0.0193 0.057050 0.075900 0.090300 0.1466
137 1567.0 0.080035 0.026898 0.0135 0.063800 0.082200 0.097000 0.1494
138 1567.0 0.082930 0.020566 0.0286 0.071300 0.084400 0.096300 0.1374
139 1567.0 0.065702 0.027819 0.0079 0.046100 0.062100 0.079600 0.1458
140 1567.0 3.695085 1.053473 1.0340 2.946200 3.631500 4.349350 6.5884
141 1567.0 0.003001 0.000950 0.0007 0.002300 0.003000 0.003600 0.0059
142 1567.0 0.060239 0.022080 0.0200 0.040200 0.060900 0.076300 0.1290
143 1567.0 0.003032 0.002525 0.0003 0.001400 0.002300 0.003550 0.0116
144 1567.0 119.822236 32.954737 32.2637 95.147350 119.436000 141.397600 214.1407
145 1567.0 1002.612492 359.473273 168.7998 726.500000 987.000000 1220.800300 2025.4004
146 1567.0 0.016909 0.005088 0.0062 0.013250 0.016500 0.019550 0.0331
147 1567.0 0.016088 0.004806 0.0072 0.012650 0.015500 0.018700 0.0308
148 1567.0 0.004682 0.001385 0.0013 0.003700 0.004600 0.005600 0.0087
149 1567.0 0.004481 0.001189 0.0014 0.003600 0.004400 0.005200 0.0078
150 1567.0 105.561560 38.556921 21.0107 76.132150 103.093600 128.891300 214.7760
151 1567.0 0.000961 0.000313 0.0003 0.000700 0.001000 0.001100 0.0021
152 1567.0 0.031232 0.009352 0.0094 0.024600 0.030900 0.036750 0.0573
153 1567.0 0.402514 0.117926 0.1269 0.307600 0.405100 0.479850 0.7037
154 1567.0 0.070587 0.029573 0.0198 0.044000 0.070587 0.091600 0.1578
155 1567.0 19.504677 7.325621 6.0980 13.828000 18.020000 24.653000 40.8550
156 1567.0 3.686409 0.984696 1.3017 2.962400 3.714500 4.306400 6.3747
157 1567.0 320.259235 287.520704 0.0000 0.000000 302.310800 523.624450 999.3160
158 1567.0 309.061299 325.240503 0.0000 0.000000 272.891600 582.803100 998.6813
159 1567.0 74.050065 25.153229 23.0200 56.008200 70.039900 88.609400 147.8869
160 1567.0 69.974345 55.417145 0.0000 31.033850 58.287600 93.183250 251.3164
161 1567.0 177.101788 180.554326 0.0000 10.047450 151.168700 271.256300 742.7350
162 1567.0 51.593874 20.117878 0.0000 36.343700 49.090900 64.285700 111.6788
163 1567.0 27.598799 10.278936 7.9534 20.224100 26.171300 33.543300 57.7848
164 1567.0 198.533721 192.056967 0.0000 38.882650 151.147200 298.644200 775.4601
165 1567.0 136.368810 43.932441 22.0596 105.679500 137.888406 166.588100 257.2425
166 1567.0 17.179096 7.654356 0.0000 11.585350 16.002600 20.708550 41.3195
167 1567.0 318.418448 278.849666 0.0000 0.000000 298.425400 512.390750 999.4135
168 1567.0 162.174244 115.061317 0.0000 82.410150 150.880100 211.386950 526.1261
169 1567.0 171.582498 142.372322 0.0000 77.011800 142.526200 226.908100 605.4054
170 1567.0 155.284842 147.856074 0.0000 51.188500 115.891900 214.051650 630.8872
171 1567.0 302.506186 285.153545 0.0000 0.000000 260.141800 497.384500 999.4911
172 1567.0 219.336138 237.568941 0.0000 57.316900 114.596600 347.646300 891.1628
173 1567.0 352.616477 250.104924 0.0000 145.156850 352.511400 507.497050 997.5186
174 1567.0 240.585995 181.320566 0.0000 113.806650 221.507500 326.867100 759.8513
175 1567.0 263.195864 324.563886 0.0000 0.000000 0.000000 536.122600 1000.0000
176 1567.0 240.981377 322.797084 0.0000 0.000000 0.000000 505.225750 999.2337
177 1567.0 48.700667 18.568682 0.0000 35.324400 47.058800 59.508850 107.5171
178 1567.0 275.979457 329.454099 0.0000 0.000000 0.000000 554.010700 1000.0000
179 1567.0 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.0000
180 1567.0 0.111208 0.002735 0.1053 0.109600 0.109600 0.113400 0.1184
181 1567.0 0.008130 0.000888 0.0062 0.007800 0.007800 0.008200 0.0107
182 1567.0 0.002543 0.000155 0.0021 0.002600 0.002600 0.002600 0.0029
183 1567.0 1.007502 0.286569 0.4444 0.814100 1.039630 1.177250 1.8128
184 1567.0 403.729908 4.107247 391.9060 400.814000 403.546477 406.748000 415.4400
185 1567.0 75.481563 2.875961 71.0380 73.254000 74.802000 75.984000 82.5000
186 1567.0 16.854880 2.573300 9.5500 14.945000 17.013313 18.155000 23.7500
187 1567.0 0.973837 0.029066 0.8919 0.955200 0.972700 0.987400 1.0690
188 1567.0 0.320590 0.193458 0.0699 0.149950 0.290900 0.439700 0.8523
189 1567.0 263.980540 1.555800 258.1880 262.729683 264.272000 264.272000 268.6640
190 1567.0 0.676730 0.103818 0.3488 0.567100 0.679641 0.734250 0.9932
191 1567.0 6.062336 1.652120 1.4900 4.980000 6.290000 6.444985 10.7900
192 1567.0 0.134828 0.050040 0.0224 0.087700 0.142800 0.150300 0.2840
193 1567.0 532.712749 2.466524 525.2427 531.085400 532.398200 534.313600 539.2554
194 1567.0 2.135578 0.209005 1.5473 2.007500 2.118600 2.290650 2.7395
195 1567.0 8.625781 1.668203 4.8400 7.500000 8.650000 9.750000 13.8100
196 1567.0 0.500094 0.003241 0.4915 0.498000 0.500200 0.502300 0.5090
197 1567.0 0.013891 0.003183 0.0060 0.011600 0.013800 0.015800 0.0237
198 1567.0 0.020574 0.010188 -0.0060 0.013500 0.020500 0.027400 0.0484
199 1567.0 0.015366 0.006558 0.0032 0.010600 0.014800 0.019000 0.0345
200 1567.0 76.511991 45.382032 0.0000 44.368600 72.023000 94.415900 220.0378
In [ ]:
X_test.describe().T
Out[ ]:
count mean std min 25% 50% 75% max
0 586.0 3003.439659 66.809497 2848.4600 2960.075000 2994.430000 3047.500000 3186.160000
1 586.0 2496.698260 60.137748 2335.0600 2463.110000 2498.910000 2533.872500 2666.040000
2 586.0 2200.585936 25.754044 2126.6555 2181.269450 2200.955600 2218.055500 2266.833300
3 586.0 1357.857247 326.044896 847.7976 1089.365500 1287.353800 1572.469800 2347.909200
4 586.0 1.286786 0.309814 0.6815 1.047075 1.301200 1.467350 2.207300
5 586.0 101.249756 4.246817 89.7222 98.901675 101.433300 103.820000 112.581100
6 586.0 0.122348 0.001854 0.1171 0.121100 0.122200 0.123700 0.127600
7 586.0 1.466143 0.065374 1.2956 1.421075 1.466300 1.507100 1.648600
8 586.0 -0.001484 0.013811 -0.0368 -0.009300 -0.001100 0.007000 0.034300
9 586.0 0.000433 0.008189 -0.0225 -0.005075 0.000800 0.005900 0.021500
10 586.0 0.964091 0.009629 0.9424 0.957825 0.964850 0.971575 0.984600
11 586.0 199.899696 2.400126 192.9787 198.409200 199.603450 201.890200 207.030200
12 586.0 8.778271 2.802063 2.2493 6.644550 9.086000 10.705100 15.961000
13 586.0 412.249927 8.207695 391.3602 406.295125 411.699900 418.504600 434.794200
14 586.0 9.852149 0.427861 8.7683 9.580125 9.861200 10.113000 10.950400
15 586.0 190.037233 2.433412 183.0224 188.526500 189.675700 192.013400 197.842800
16 586.0 12.504663 0.063198 12.3376 12.462200 12.498700 12.548000 12.661400
17 586.0 1.407248 0.014363 1.3701 1.396925 1.406800 1.418900 1.441800
18 586.0 -5631.764024 425.225038 -6724.5000 -5759.875000 -5511.750000 -5349.250000 -4520.750000
19 586.0 -3872.739047 790.761462 -5866.0000 -4251.062475 -3819.750000 -3525.500000 -1929.000000
20 586.0 -161.229649 1664.067129 -5136.3333 -1144.125000 -70.375000 1282.562500 5204.000000
21 586.0 1.231015 0.125414 0.9025 1.257250 1.283000 1.302375 1.382800
22 586.0 68.659290 3.352265 60.2667 66.355600 68.611100 70.861125 76.900000
23 586.0 2.393814 0.372939 1.2667 2.102775 2.388900 2.644400 3.344400
24 586.0 3.418565 0.081374 3.1662 3.372050 3.431400 3.460700 3.673189
25 586.0 85.156377 0.826742 83.1829 84.621600 85.119700 85.660800 87.480900
26 586.0 8.859782 0.336820 8.1161 8.610825 8.777900 9.099800 9.754000
27 586.0 66.229557 0.228675 65.5921 66.097950 66.240200 66.343500 66.725600
28 586.0 86.777863 0.283490 85.9998 86.625000 86.820700 86.933100 87.524100
29 586.0 78.047670 3.251449 65.3400 77.830000 78.270000 79.517500 86.120000
30 586.0 3.019111 0.571914 1.5820 2.665500 3.080000 3.314500 4.696000
31 586.0 355.436777 5.938974 344.9427 350.691800 354.086400 360.706400 375.293600
32 586.0 10.023942 0.159543 9.5878 9.895800 10.018600 10.138975 10.450400
33 586.0 136.835378 7.862710 115.2955 130.838200 136.761980 142.106850 156.622700
34 586.0 1.207671 0.178082 0.8202 1.042800 1.277700 1.358750 1.473400
35 586.0 140.114070 4.467730 128.6018 136.993175 140.486400 143.179075 150.510900
36 586.0 4.596053 0.030299 4.5180 4.575000 4.598000 4.612750 4.681000
37 586.0 2855.168410 27.337363 2802.0000 2832.250000 2854.000000 2874.000000 2915.000000
38 586.0 0.930048 0.004817 0.9161 0.927100 0.931400 0.933400 0.937800
39 586.0 0.949398 0.003804 0.9391 0.946800 0.949500 0.951475 0.959800
40 586.0 4.596539 0.075160 4.4538 4.532300 4.591650 4.652625 4.847500
41 586.0 1.570840 4.084238 -10.6036 -0.199575 0.973600 2.958581 13.595500
42 586.0 10.446820 0.254801 9.8300 10.285175 10.434600 10.618600 11.037900
43 586.0 116.258704 6.481975 99.0464 111.773600 116.236400 120.433150 132.647300
44 586.0 13.636010 4.203967 3.3254 10.722850 13.262700 16.279100 24.839100
45 586.0 20.136565 4.059152 10.2491 17.569800 20.044500 22.361800 30.791800
46 586.0 0.974499 0.103646 0.6366 0.901900 0.978600 1.047000 1.323100
47 586.0 147.378901 3.573470 138.2755 145.030650 147.436350 149.651825 156.870900
48 586.0 99.147210 17.933452 50.3974 89.977125 102.651200 109.730725 156.304900
49 586.0 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.000000
50 586.0 -0.006295 0.017845 -0.0578 -0.017400 -0.006600 0.005300 0.042300
51 586.0 -0.033928 0.028920 -0.1142 -0.053000 -0.033200 -0.018975 0.055600
52 586.0 -0.008646 0.028820 -0.0810 -0.029350 -0.009900 0.006875 0.066100
53 586.0 -0.021238 0.043307 -0.1092 -0.059875 -0.015000 0.007700 0.094600
54 586.0 0.000278 0.016413 -0.0437 -0.010100 0.000800 0.010000 0.042800
55 586.0 -0.026629 0.050069 -0.1202 -0.082400 -0.010900 0.007000 0.085700
56 586.0 -0.017481 0.011577 -0.0492 -0.023075 -0.019900 -0.010750 0.010100
57 586.0 0.004549 0.031745 -0.0742 -0.018000 0.006700 0.027475 0.090300
58 586.0 7.407277 0.468264 6.1991 7.104100 7.410800 7.707400 8.589500
59 586.0 0.133220 0.004711 0.1211 0.129900 0.132800 0.136300 0.145300
60 586.0 2.404061 0.033164 2.3035 2.381625 2.406250 2.425650 2.492500
61 586.0 0.982643 0.009474 0.9586 0.973900 0.987000 0.989675 0.992900
62 586.0 1812.340258 47.619283 1681.6427 1781.323300 1809.249200 1843.723700 1937.299300
63 586.0 0.182967 0.019545 0.1295 0.164300 0.188000 0.198000 0.245600
64 586.0 8774.059962 339.597150 7929.6300 8564.080000 8783.230000 8982.284975 9737.920100
65 586.0 0.008374 0.061845 -0.1791 -0.017050 0.005550 0.046250 0.183400
66 586.0 0.000234 0.002052 -0.0058 -0.001100 0.000300 0.001600 0.006500
67 586.0 -0.000100 0.001724 -0.0050 -0.001200 -0.000200 0.001000 0.004900
68 586.0 -0.000024 0.000130 -0.0004 -0.000100 0.000000 0.000100 0.000400
69 586.0 0.000060 0.000086 -0.0001 0.000000 0.000000 0.000100 0.000200
70 586.0 -0.003788 0.041803 -0.1135 -0.032600 0.000000 0.024200 0.118100
71 586.0 -0.000008 0.000262 -0.0008 -0.000200 0.000000 0.000100 0.000800
72 586.0 -0.006439 0.050190 -0.1359 -0.034300 -0.002250 0.018950 0.132900
73 586.0 -0.009206 0.002769 -0.0172 -0.011100 -0.009300 -0.006700 -0.003100
74 586.0 -0.005613 0.070911 -0.1932 -0.051750 0.000000 0.040450 0.189900
75 586.0 -0.017648 0.075275 -0.2123 -0.066450 -0.012900 0.029350 0.184400
76 586.0 0.945703 0.010362 0.9199 0.938525 0.946500 0.951675 0.972600
77 586.0 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.000000
78 586.0 744.453351 39.655076 640.1508 725.411600 749.914650 769.979275 847.229500
79 586.0 0.990465 0.000667 0.9884 0.990300 0.990500 0.990900 0.992000
80 586.0 58.464515 0.792154 56.2810 58.015400 58.549100 58.974000 60.666500
81 586.0 0.598918 0.006329 0.5840 0.594725 0.598900 0.602800 0.615400
82 586.0 0.971003 0.007119 0.9545 0.964825 0.970200 0.978175 0.982200
83 586.0 6.305959 0.089095 6.0878 6.242150 6.313600 6.355600 6.559200
84 586.0 15.808002 0.091131 15.5400 15.740000 15.796425 15.870000 16.030000
85 586.0 3.740185 0.770027 1.6710 3.110500 3.746500 4.269000 6.101000
86 586.0 2.744589 0.197773 2.3400 2.589000 2.736000 2.871000 3.320000
87 586.0 3.190859 0.173247 2.7450 3.069000 3.194500 3.310750 3.656000
88 586.0 -0.122618 0.653020 -2.2220 -0.378400 -0.047300 0.141900 1.419000
89 586.0 0.997736 0.001752 0.9936 0.996400 0.997800 0.998800 1.002000
90 586.0 2.316885 0.054652 2.1911 2.275775 2.314400 2.359600 2.434900
91 586.0 1004.922842 5.763490 987.2854 1001.301950 1004.431150 1009.891350 1020.994400
92 586.0 39.205313 2.605072 33.3658 37.368900 38.953800 40.732000 45.954200
93 586.0 107.697886 22.991070 58.0000 89.000000 106.500000 122.000000 177.000000
94 586.0 141.804778 53.961656 49.7000 91.000000 137.350000 184.900000 290.400000
95 586.0 128.081887 48.706520 23.7000 93.475000 128.750000 161.400000 254.000000
96 586.0 57.847629 8.952737 37.2000 52.425075 56.099900 62.100100 80.200200
97 586.0 369.355744 165.180531 44.9930 264.955000 330.196000 450.908000 864.425000
98 586.0 6.315372 1.791942 1.9900 5.055000 6.270000 7.075000 11.040000
99 586.0 0.004083 0.001008 0.0015 0.003200 0.003900 0.004800 0.007000
100 586.0 0.101252 0.029291 0.0324 0.077800 0.101300 0.119550 0.205200
101 586.0 0.059654 0.015765 0.0251 0.047200 0.058600 0.069500 0.102600
102 586.0 0.050250 0.012629 0.0233 0.040825 0.049350 0.056600 0.090100
103 586.0 6.574900 2.733287 2.0180 4.557250 5.954000 8.126500 13.912000
104 586.0 11.362043 4.225609 3.6210 8.159000 10.993500 13.868000 22.990000
105 586.0 0.011830 0.005221 0.0036 0.006800 0.012100 0.015775 0.025400
106 586.0 0.049536 0.018944 0.0114 0.037250 0.048650 0.060600 0.111900
107 586.0 655.526284 296.003008 73.0000 455.250000 623.000000 821.500000 1736.000000
108 586.0 460.712853 188.590316 41.0000 337.000000 438.000000 573.000000 1065.000000
109 586.0 3069.754697 2178.556329 141.0000 1401.250000 2620.000000 4066.850479 10391.000000
110 586.0 2924.055927 3651.798558 0.0000 497.750000 1687.000000 3510.500000 15189.000000
111 586.0 2.678233 0.811943 1.0000 2.100000 2.600000 3.200000 4.800000
112 586.0 1.203377 0.404842 0.4000 0.900000 1.200000 1.500000 2.400000
113 586.0 0.121118 0.039358 0.0400 0.092000 0.119000 0.146000 0.234000
114 586.0 0.397497 0.197043 0.0470 0.231750 0.404000 0.534000 0.979000
115 586.0 0.696092 0.169046 0.2979 0.574500 0.681900 0.826000 1.082400
116 586.0 0.111423 0.041241 0.0324 0.080775 0.112500 0.134700 0.227200
117 586.0 0.325397 0.064259 0.1523 0.288500 0.324400 0.377825 0.471100
118 586.0 0.568918 0.081359 0.3707 0.522500 0.575300 0.617800 0.801400
119 586.0 0.772866 0.112446 0.5347 0.687500 0.768200 0.836600 1.065800
120 586.0 0.243533 0.074442 0.0735 0.195850 0.238100 0.294100 0.434800
121 586.0 0.283993 0.087918 0.0470 0.228000 0.299000 0.326000 0.565000
122 586.0 18.463145 2.869919 11.6500 16.632500 18.210000 20.380000 26.840000
123 586.0 0.532283 0.203803 0.0930 0.367500 0.498500 0.687500 1.054000
124 586.0 10.599694 3.480691 3.7500 7.942500 10.310000 13.107500 21.280000
125 586.0 27.023342 6.549008 6.0930 21.603750 28.383000 31.936250 43.101000
126 586.0 0.140162 0.048142 0.0412 0.104200 0.132400 0.171750 0.265500
127 586.0 46.129045 20.664595 9.5660 29.304750 46.023500 57.751000 105.437000
128 586.0 0.265400 0.048145 0.1050 0.248250 0.261500 0.292500 0.407000
129 586.0 17.953567 4.294137 5.5000 15.210000 17.750000 20.730000 29.120000
130 586.0 7.446142 2.989128 0.0000 5.180000 6.770000 9.350000 16.170000
131 586.0 71.583459 25.873427 8.2240 55.346000 72.517500 86.643000 137.765000
132 586.0 0.083132 0.023736 0.0339 0.067800 0.080300 0.096250 0.145900
133 586.0 0.052908 0.014530 0.0151 0.044925 0.053350 0.060675 0.094200
134 586.0 0.047573 0.020852 0.0093 0.032500 0.042000 0.059075 0.105700
135 586.0 0.057536 0.024954 0.0044 0.039800 0.056700 0.070600 0.126200
136 586.0 0.073963 0.024987 0.0193 0.055000 0.073200 0.087300 0.141800
137 586.0 0.078371 0.025849 0.0194 0.062650 0.080700 0.094675 0.149100
138 586.0 0.081458 0.021972 0.0286 0.068225 0.083000 0.096175 0.131900
139 586.0 0.065362 0.027574 0.0107 0.045275 0.060700 0.077500 0.145800
140 586.0 3.715214 1.054985 1.2324 2.946100 3.688300 4.398300 6.514000
141 586.0 0.003028 0.000951 0.0007 0.002325 0.003000 0.003700 0.005700
142 586.0 0.060731 0.021632 0.0251 0.041800 0.059200 0.076775 0.119600
143 586.0 0.003037 0.002530 0.0004 0.001400 0.002300 0.003700 0.011600
144 586.0 120.212512 33.094449 39.1058 98.336300 119.436000 140.775800 214.140700
145 586.0 1019.623536 338.203944 267.7002 804.124750 987.000000 1220.475350 1992.800300
146 586.0 0.017161 0.005420 0.0079 0.013000 0.016500 0.019775 0.033100
147 586.0 0.016002 0.004843 0.0072 0.012600 0.015500 0.019200 0.030800
148 586.0 0.004795 0.001376 0.0014 0.003800 0.004600 0.005800 0.008700
149 586.0 0.004393 0.001184 0.0017 0.003600 0.004200 0.005000 0.007700
150 586.0 107.320000 36.118621 25.0797 79.213525 103.829950 130.814925 214.776000
151 586.0 0.000933 0.000308 0.0003 0.000700 0.001000 0.001100 0.002100
152 586.0 0.031378 0.009009 0.0112 0.025900 0.030900 0.035875 0.057200
153 586.0 0.398569 0.111327 0.1269 0.315850 0.392550 0.469600 0.703700
154 586.0 0.068630 0.030268 0.0198 0.039125 0.068400 0.091050 0.157800
155 586.0 19.598712 7.448341 6.0980 13.265000 18.140000 25.037750 39.127000
156 586.0 3.736014 1.003637 1.3017 3.004750 3.714500 4.374200 6.374700
157 586.0 304.368693 288.072762 0.0000 0.000000 270.358300 509.912750 984.854400
158 586.0 305.109073 316.073227 0.0000 0.000000 289.671950 564.283100 983.246800
159 586.0 75.327554 24.936069 28.0208 56.978000 70.039900 92.711325 141.229100
160 586.0 71.544769 55.267742 0.0000 31.950000 58.287600 92.556900 232.627500
161 586.0 180.256659 190.481582 0.0000 9.161800 138.734500 277.072300 740.973300
162 586.0 51.394937 20.392456 0.0000 36.319350 48.458250 63.276925 109.459500
163 586.0 28.209247 9.531664 8.2842 21.733675 26.171300 33.494550 57.784800
164 586.0 160.827406 180.229764 0.0000 24.743000 99.735700 234.954975 766.308700
165 586.0 133.761427 44.601581 22.0596 102.969175 132.416600 165.021500 250.069900
166 586.0 17.625559 8.356147 3.5281 11.582925 16.002600 22.117150 41.289400
167 586.0 317.193199 283.546040 0.0000 0.000000 282.522500 554.264200 989.365400
168 586.0 156.527161 104.431878 0.0000 81.642000 143.274100 200.473000 501.775100
169 586.0 160.411032 134.750866 0.0000 69.978400 135.599900 215.344112 604.633200
170 586.0 131.611403 137.562436 0.0000 39.613325 94.482800 176.056450 627.663000
171 586.0 308.364049 274.559282 0.0000 0.000000 240.664650 479.542775 988.834000
172 586.0 193.915353 221.063195 0.0000 70.212975 102.887700 249.463350 887.395000
173 586.0 318.800018 259.368660 0.0000 69.590600 322.234600 483.747775 994.209400
174 586.0 248.850471 184.584469 0.0000 122.481900 221.507500 311.367575 758.767300
175 586.0 253.362535 331.046261 0.0000 0.000000 0.000000 529.410325 995.951400
176 586.0 244.155472 330.407939 0.0000 0.000000 0.000000 479.307900 989.313000
177 586.0 52.581014 20.305246 0.0000 37.381825 47.058800 65.306100 107.517100
178 586.0 315.253610 337.536189 0.0000 0.000000 244.274800 639.259250 986.666700
179 586.0 0.000000 0.000000 0.0000 0.000000 0.000000 0.000000 0.000000
180 586.0 0.110973 0.002542 0.1053 0.109600 0.109600 0.113000 0.118400
181 586.0 0.008143 0.000876 0.0062 0.007800 0.007800 0.007900 0.010700
182 586.0 0.002554 0.000141 0.0021 0.002600 0.002600 0.002600 0.002900
183 586.0 0.981811 0.274152 0.4584 0.795800 1.001300 1.129325 1.804600
184 586.0 404.015734 3.870595 393.2180 400.814000 403.546477 407.007000 414.078000
185 586.0 75.620498 3.084102 71.2100 73.254000 74.546000 76.260000 82.330000
186 586.0 16.868898 2.699130 10.7400 14.530000 17.013313 18.317500 23.570000
187 586.0 0.972375 0.027466 0.9060 0.955200 0.972700 0.985900 1.069000
188 586.0 0.299742 0.178494 0.0699 0.153700 0.269200 0.390450 0.815400
189 586.0 263.876850 1.399868 259.0200 262.729683 264.272000 264.272000 268.664000
190 586.0 0.678249 0.091658 0.5102 0.609825 0.679641 0.715600 0.993200
191 586.0 6.239417 1.827119 1.4900 4.980000 6.290000 7.162500 10.770000
192 586.0 0.139777 0.050878 0.0224 0.087700 0.145000 0.158775 0.284000
193 586.0 532.939040 2.446968 526.2355 531.281575 532.489550 534.720000 539.255400
194 586.0 2.154419 0.195451 1.5604 2.027950 2.144750 2.292850 2.739500
195 586.0 8.614555 1.794389 5.0300 7.370100 8.640000 9.812500 13.760000
196 586.0 0.500624 0.003563 0.4915 0.498400 0.500600 0.502800 0.508800
197 586.0 0.013823 0.003146 0.0060 0.011500 0.013800 0.015775 0.023300
198 586.0 0.021238 0.010442 -0.0060 0.014400 0.020500 0.027900 0.048400
199 586.0 0.015751 0.006655 0.0032 0.010800 0.014800 0.020775 0.033900
200 586.0 73.996519 45.093768 0.0000 43.345350 67.799400 87.303400 217.150600
In [ ]:
y.describe().T
Out[ ]:
count    1567.000000
mean       -0.867262
std         0.498010
min        -1.000000
25%        -1.000000
50%        -1.000000
75%        -1.000000
max         1.000000
Name: Pass/Fail, dtype: float64
In [ ]:
y_train.describe().T
Out[ ]:
count    2340.000000
mean       -0.011111
std         1.000152
min        -1.000000
25%        -1.000000
50%        -1.000000
75%         1.000000
max         1.000000
Name: Pass/Fail, dtype: float64
In [ ]:
y_test.describe().T
Out[ ]:
count    586.000000
mean       0.044369
std        0.999869
min       -1.000000
25%       -1.000000
50%        1.000000
75%        1.000000
max        1.000000
Name: Pass/Fail, dtype: float64

Test and Train data have similar statistical characteristics with original data

Model training, testing and tuning:

A. Use any Supervised Learning technique to train a model

In [ ]:
from sklearn.neighbors import KNeighborsClassifier
In [ ]:
model_knn = KNeighborsClassifier(n_neighbors= 5 , weights = 'distance')
model_knn.fit(Scaled_X_train, y_train)
knn_predic = model_knn.predict(Scaled_X_test)
In [ ]:
print(confusion_matrix(y_test, knn_predic))                                                
print('\n')
print(classification_report(y_test, knn_predic))
print('\n')

[[237  43]
 [  0 306]]


              precision    recall  f1-score   support

        -1.0       1.00      0.85      0.92       280
         1.0       0.88      1.00      0.93       306

    accuracy                           0.93       586
   macro avg       0.94      0.92      0.93       586
weighted avg       0.94      0.93      0.93       586

B. Use cross validation techniques

K-Fold Cross validation

In [ ]:
##Scaling compete X_res(resampled) to use for cross validation

scaler_X = StandardScaler()

Scaled_X = scaler_X.fit_transform(X_res)
Scaled_X
Out[ ]:
array([[ 0.41324469,  1.15429977, -0.47408448, ...,  0.07254697,
         0.09607016,  0.45947517],
       [ 1.39545822, -0.51894529,  1.23297393, ..., -1.08303845,
         0.64360758,  2.75232551],
       [-1.07590309,  1.08558264, -0.52695707, ..., -0.02085045,
        -0.15690874,  0.10435739],
       ...,
       [-0.1951673 , -0.78788989, -1.06457635, ...,  1.17776537,
         1.15714635, -0.13492968],
       [-0.1951673 , -0.78788989, -1.06457635, ...,  1.17776537,
         1.15714635, -0.13492968],
       [ 0.48973163, -0.63725383,  1.21742246, ..., -2.34986818,
        -0.98763322, -0.1245845 ]])
In [ ]:
from sklearn.model_selection import KFold
from sklearn.model_selection import cross_val_score

num_folds = 50


kfold = KFold(n_splits=num_folds, random_state= None)
results = cross_val_score(model_knn, Scaled_X, y_res, cv=kfold)
print(results)
print("Accuracy: %.3f%% (%.3f%%)" % (results.mean()*100.0, results.std()*100.0))

[0.55932203 0.66101695 0.59322034 0.61016949 0.52542373 0.6779661
 0.72881356 0.91525424 0.88135593 0.93220339 0.86440678 0.93220339
 0.84745763 0.91525424 0.86440678 0.84745763 0.83050847 0.81355932
 0.91525424 0.81355932 0.83050847 0.66101695 0.88135593 0.86440678
 0.98305085 0.96610169 0.96551724 1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.         1.         1.         1.         1.
 1.         1.        ]
Accuracy: 89.762% (13.491%)

LOOCV

In [ ]:
from sklearn.ensemble import RandomForestClassifier
from sklearn.model_selection import LeaveOneOut

loocv=LeaveOneOut()

score=cross_val_score(model_knn,Scaled_X, y_res,cv=loocv)
print("Cross Validation Scores are {}".format(score))
print("Average Cross Validation score :{}".format(score.mean()))

Cross Validation Scores are [0. 1. 1. ... 1. 1. 1.]
Average Cross Validation score :0.9323308270676691

Apply hyper-parameter tuning techniques to get the best accuracy

GridSearchCV

In [ ]:
from sklearn.model_selection import GridSearchCV, RandomizedSearchCV
In [ ]:
model_knn.get_params()
Out[ ]:
{'algorithm': 'auto',
 'leaf_size': 30,
 'metric': 'minkowski',
 'metric_params': None,
 'n_jobs': None,
 'n_neighbors': 5,
 'p': 2,
 'weights': 'distance'}
In [ ]:
knn1 = KNeighborsClassifier()

Knn_leaf_size = list(range(1,15))
knn_neighbors = list(range(1,12))
P = [1,2]

grid = dict(leaf_size= Knn_leaf_size, 
            n_neighbors= knn_neighbors,
            p= P)

knn_gs = GridSearchCV(knn1, grid, cv= 5)
knn_result = knn_gs.fit(Scaled_X_train, y_train)
In [ ]:
print("Tuned Parameters: {}".format(knn_result.best_params_))
print("Best score is {}".format(knn_result.best_score_))

Tuned Parameters: {'leaf_size': 1, 'n_neighbors': 1, 'p': 2}
Best score is 0.9628205128205127

RandomizedSearchCV

In [ ]:
knn_gs_r = RandomizedSearchCV(knn1, grid, cv= 5)
knn_result_r = knn_gs_r.fit(Scaled_X_train, y_train)

print("Tuned Parameters: {}".format(knn_result_r.best_params_))
print("Best score is {}".format(knn_result_r.best_score_))

Tuned Parameters: {'p': 1, 'n_neighbors': 2, 'leaf_size': 1}
Best score is 0.9623931623931623

Creating final model using best parameters suggested by Hyperparamter tuning

Best paramters as per Grid search CV method

Tuned Parameters: {'leaf_size': 1, 'n_neighbors': 1, 'p': 1}

In [ ]:
knn_gs = KNeighborsClassifier(n_neighbors= 1, leaf_size= 1,  p= 1, weights = 'distance' )

knn_gs.fit(Scaled_X_train, y_train)
knn_gs_predic = knn_gs.predict(Scaled_X_test)
In [ ]:
print(confusion_matrix(y_test, knn_gs_predic))                                                
print('\n')
print(classification_report(y_test, knn_gs_predic))
print('\n')

[[267  13]
 [  0 306]]


              precision    recall  f1-score   support

        -1.0       1.00      0.95      0.98       280
         1.0       0.96      1.00      0.98       306

    accuracy                           0.98       586
   macro avg       0.98      0.98      0.98       586
weighted avg       0.98      0.98      0.98       586

Best paramteres as per Randomized search cv

Tuned Parameters: {'p': 1, 'n_neighbors': 3, 'leaf_size': 14}

In [ ]:
knn_rs = KNeighborsClassifier(n_neighbors= 3, leaf_size= 14,  p= 1, weights = 'distance' )

knn_rs.fit(Scaled_X_train, y_train)
knn_rs_predic = knn_rs.predict(Scaled_X_test)

print(confusion_matrix(y_test, knn_rs_predic))                                                
print('\n')
print(classification_report(y_test, knn_rs_predic))
print('\n')

[[250  30]
 [  0 306]]


              precision    recall  f1-score   support

        -1.0       1.00      0.89      0.94       280
         1.0       0.91      1.00      0.95       306

    accuracy                           0.95       586
   macro avg       0.96      0.95      0.95       586
weighted avg       0.95      0.95      0.95       586

D. Use any other technique/method which can enhance the model performance

In [ ]:
from sklearn.decomposition import PCA
In [ ]:
Scaled_X.shape
Out[ ]:
(2926, 201)
In [ ]:
pca = PCA(n_components = 150)
pca.fit(Scaled_X)
pca.score(Scaled_X, y_res)
Out[ ]:
-235.44129641377722
In [ ]:
print(pca.explained_variance_)

[8.61746644 5.7977431  5.09317012 4.45868621 4.08641321 3.93758866
 3.77793436 3.32113722 3.20060524 3.09118821 2.91534781 2.88335705
 2.8181866  2.77125193 2.74613098 2.60553585 2.57514445 2.4853315
 2.39626127 2.36650176 2.34524852 2.26819177 2.239546   2.18517653
 2.13116565 2.09244113 1.99632314 1.9859187  1.93187005 1.89922933
 1.80644829 1.77823289 1.76379895 1.7401908  1.71650151 1.70437295
 1.63174818 1.57729714 1.52377305 1.51668224 1.50167198 1.49605313
 1.4588796  1.44327174 1.42237413 1.39174726 1.3583331  1.32015517
 1.31024461 1.25442703 1.23144985 1.22372815 1.19626732 1.1693626
 1.14604754 1.12828663 1.11903387 1.09964186 1.06798033 1.05019294
 1.04234831 1.02672231 1.01260913 1.00407848 0.983914   0.97087924
 0.96071878 0.95316158 0.94776497 0.93504962 0.92499405 0.90565996
 0.87872965 0.84383939 0.8277464  0.82484075 0.81849199 0.81389811
 0.80932371 0.79651468 0.78628055 0.7682356  0.76059403 0.75528449
 0.74596226 0.73847018 0.72666875 0.71234919 0.7080159  0.6981427
 0.68570682 0.67926457 0.66739602 0.65830347 0.64420994 0.64252599
 0.62622977 0.61113767 0.60151717 0.59951015 0.5949219  0.57976717
 0.57934264 0.56837202 0.56774686 0.55599519 0.5493717  0.53838031
 0.53527454 0.53133518 0.52889306 0.51359158 0.51071944 0.51000557
 0.50019137 0.49559924 0.48959279 0.47397604 0.46985016 0.46312182
 0.46132941 0.45778443 0.44831332 0.44333334 0.44255157 0.43553083
 0.43083776 0.42489788 0.41963442 0.4124587  0.40577602 0.40472899
 0.3995946  0.38967355 0.38369879 0.37918866 0.37552034 0.37364853
 0.36197083 0.35328778 0.35073415 0.34745464 0.33986869 0.33695125
 0.33613443 0.31942291 0.31440652 0.30730773 0.302355   0.2972354 ]
In [ ]:
print(pca.components_)

[[-0.05219757  0.00361675  0.02224399 ... -0.04685057  0.04360994
   0.07701332]
 [-0.00861504  0.0161597   0.04067756 ... -0.02702095 -0.09305666
  -0.08530187]
 [ 0.02592495  0.00762455  0.15619447 ... -0.06678078 -0.03581232
   0.03636575]
 ...
 [-0.0043509   0.00116351  0.02487724 ...  0.1136241   0.01538465
   0.06621408]
 [ 0.03365602 -0.09365409  0.04563282 ...  0.06690593 -0.08556577
   0.05357137]
 [ 0.04096372  0.01409336  0.013925   ...  0.04352404 -0.13054169
   0.08511547]]
In [ ]:
print(pca.explained_variance_ratio_)

[0.04350768 0.02927152 0.02571429 0.02251092 0.0206314  0.01988001
 0.01907396 0.01676769 0.01615915 0.01560673 0.01471895 0.01455743
 0.0142284  0.01399144 0.01386461 0.01315477 0.01300134 0.01254789
 0.01209819 0.01194794 0.01184064 0.0114516  0.01130697 0.01103247
 0.01075978 0.01056427 0.01007899 0.01002646 0.00975358 0.00958879
 0.00912036 0.0089779  0.00890503 0.00878584 0.00866624 0.008605
 0.00823834 0.00796342 0.00769319 0.00765739 0.00758161 0.00755324
 0.00736556 0.00728676 0.00718125 0.00702662 0.00685792 0.00666517
 0.00661514 0.00633332 0.00621732 0.00617833 0.00603969 0.00590385
 0.00578614 0.00569647 0.00564975 0.00555185 0.005392   0.00530219
 0.00526259 0.00518369 0.00511244 0.00506937 0.00496756 0.00490175
 0.00485046 0.0048123  0.00478506 0.00472086 0.00467009 0.00457248
 0.00443651 0.00426036 0.00417911 0.00416444 0.00413239 0.00410919
 0.0040861  0.00402143 0.00396976 0.00387865 0.00384007 0.00381326
 0.0037662  0.00372837 0.00366879 0.00359649 0.00357462 0.00352477
 0.00346198 0.00342946 0.00336953 0.00332363 0.00325247 0.00324397
 0.0031617  0.0030855  0.00303693 0.00302679 0.00300363 0.00292712
 0.00292497 0.00286958 0.00286643 0.0028071  0.00277366 0.00271816
 0.00270248 0.00268259 0.00267026 0.00259301 0.00257851 0.00257491
 0.00252536 0.00250217 0.00247185 0.002393   0.00237217 0.0023382
 0.00232915 0.00231125 0.00226343 0.00223829 0.00223435 0.0021989
 0.0021752  0.00214522 0.00211864 0.00208241 0.00204867 0.00204339
 0.00201746 0.00196738 0.00193721 0.00191444 0.00189592 0.00188647
 0.00182751 0.00178367 0.00177078 0.00175422 0.00171592 0.00170119
 0.00169707 0.0016127  0.00158737 0.00155153 0.00152652 0.00150068]
In [ ]:
plt.step(list(range(1,151)),np.cumsum(pca.explained_variance_ratio_), where='mid')
plt.ylabel('Cum of variation explained')
plt.xlabel('eigen Value')
plt.axhline(y=0.90, color='g', linestyle='-') 
plt.show()
In [ ]:
plt.bar(list(range(1,151)),pca.explained_variance_ratio_,alpha=0.5, align='center')
plt.ylabel('Variation explained')
plt.xlabel('eigen Value')
plt.show()

From above plots we can consider 120 varibales explaining almost 90% variance

In [ ]:
pca1 = PCA(n_components=120)
pca1.fit(Scaled_X)
print(pca1.components_)
print(pca1.explained_variance_ratio_)
Xpca1 = pca1.transform(Scaled_X)

[[-0.05219755  0.00361672  0.02224399 ... -0.04685056  0.04360993
   0.07701331]
 [-0.00861531  0.01615979  0.04067772 ... -0.02702104 -0.09305659
  -0.08530185]
 [ 0.02592495  0.0076248   0.15619485 ... -0.06678111 -0.03581231
   0.03636594]
 ...
 [ 0.00150299 -0.15846433 -0.10101904 ... -0.08075977 -0.06672208
  -0.0166965 ]
 [-0.06253513 -0.01424825  0.02903508 ...  0.02559503  0.03014959
   0.03201181]
 [-0.07371828 -0.02736297 -0.0188127  ... -0.0424947  -0.06788781
   0.06313905]]
[0.04350768 0.02927152 0.02571429 0.02251092 0.0206314  0.01988001
 0.01907396 0.01676769 0.01615915 0.01560673 0.01471895 0.01455743
 0.0142284  0.01399144 0.01386461 0.01315477 0.01300133 0.01254789
 0.01209819 0.01194794 0.01184064 0.0114516  0.01130697 0.01103247
 0.01075978 0.01056427 0.01007899 0.01002646 0.00975358 0.00958878
 0.00912035 0.00897789 0.00890502 0.00878581 0.00866623 0.00860498
 0.00823832 0.00796339 0.00769318 0.0076573  0.00758154 0.00755315
 0.00736555 0.00728669 0.00718115 0.00702653 0.00685786 0.00666504
 0.00661495 0.0063332  0.00621707 0.00617822 0.00603941 0.00590365
 0.0057859  0.00569627 0.00564941 0.00555161 0.00539154 0.00530195
 0.00526226 0.0051833  0.00511201 0.00506887 0.00496678 0.00490086
 0.00484965 0.00481128 0.00478332 0.00471959 0.00466951 0.00457123
 0.00443553 0.00425608 0.00417569 0.00416178 0.00412788 0.00410528
 0.00408168 0.00401699 0.00396589 0.00387587 0.00383412 0.00380636
 0.00376041 0.00371994 0.00366106 0.00359477 0.00356139 0.00351754
 0.00345631 0.00341831 0.00336002 0.00330631 0.00323878 0.00323166
 0.00314612 0.0030671  0.00300864 0.00300231 0.00297537 0.00291502
 0.00290069 0.00283906 0.00280838 0.00276724 0.0027491  0.00268237
 0.00267595 0.00264198 0.00258381 0.00255977 0.00254222 0.00252216
 0.00247528 0.00242975 0.00240149 0.00232923 0.00229734 0.00227005]
In [ ]:
Xpca1
Out[ ]:
array([[ 2.4926046 , -0.46700786, -3.19363819, ..., -0.63763048,
        -1.28000282, -0.40966974],
       [ 1.5481662 ,  0.50988637, -0.61459021, ...,  0.24862217,
        -0.66248816, -0.79375148],
       [-0.16970659, -0.11209897, -0.0612418 , ...,  0.7504512 ,
        -0.21980293,  0.0732332 ],
       ...,
       [ 0.9872973 , -3.00612625, -3.13525911, ..., -0.3396252 ,
        -0.26991279, -0.47678269],
       [ 0.9872973 , -3.00612625, -3.13525911, ..., -0.3396252 ,
        -0.26991279, -0.47678269],
       [ 4.65066096,  3.55582864,  2.51798491, ...,  0.40072867,
        -0.45750044,  0.59359218]])

Training KNN model based on components out of PCA

In [ ]:
X_train1, X_test1, y_train1, y_test1 = train_test_split (Xpca1, y_res,  test_size= 0.20, random_state= 2)
In [ ]:
knn_pca = KNeighborsClassifier(n_neighbors= 2, leaf_size= 1,  p= 1, weights = 'distance')
knn_pca.fit(X_train1, y_train1)
knn_pca_predic = knn_pca.predict(X_test1)

E) Display and explain the classification report in detail

In [ ]:
knn_pca_train = knn_pca.score(X_train1, y_train1)
knn_pca_train
Out[ ]:
1.0
In [ ]:
knn_pca_score = knn_pca.score(X_test1, y_test1)
knn_pca_score
Out[ ]:
0.9914675767918089

We have got accuracy score of 100% on train data and almost 100% on test data as well after using PCA and using the data to build KNN model

F) Apply the above steps for all possible models that you have learnt so far.

In [ ]:
from sklearn import svm
from sklearn.linear_model import LogisticRegression
from sklearn.tree import DecisionTreeClassifier
from sklearn.ensemble import RandomForestClassifier
from sklearn.ensemble import BaggingClassifier
from sklearn.ensemble import GradientBoostingClassifier
from sklearn.ensemble import AdaBoostClassifier
from sklearn.pipeline import Pipeline
from sklearn.svm import SVC

Logistic Regression model¶

In [107]:
logres_model = LogisticRegression()
In [109]:
logres_params = {'max_iter': [2000],      
                   'penalty': ['l1', 'l2'],
                   'solver': ['liblinear','newton-cg']}

logres_gs = GridSearchCV(logres_model, logres_params, cv=5, scoring='accuracy', n_jobs=-1, verbose=1).fit(X_train, y_train)
print(logres_gs.best_params_) 

Fitting 5 folds for each of 4 candidates, totalling 20 fits
{'max_iter': 2000, 'penalty': 'l1', 'solver': 'liblinear'}
In [113]:
from sklearn.pipeline import Pipeline

final_logres = LogisticRegression(max_iter = 2000, penalty= 'l1', solver= 'liblinear')

pipe = Pipeline([('scaler', StandardScaler()), ('PCA', PCA(n_components = 120)), ('model', final_logres)])
pipe.fit(X_train, y_train) # Using unscaled data since it will be scaled in the pipeline
logres_train_score = pipe.score(X_train, y_train) 
logres_train_score
Out[113]:
0.8585470085470085
In [114]:
logres_score = pipe.score(X_test, y_test) 
logres_score
Out[114]:
0.8071672354948806

SVM model

In [128]:
from sklearn import svm
svc = svm.SVC()

svc_params = {'kernel': ['rbf','poly','sigmoid'],
              'C' : [0.01, 0.1, 1, 10, 100, 1000 ],
              'gamma' : [1, 0.1, 0.001, 0.0001, 0.00001]}

svc_gs = GridSearchCV(svc, svc_params, cv=5, scoring='accuracy', n_jobs=-1, verbose=1).fit(X_train, y_train)
print(svc_gs.best_params_)

Fitting 5 folds for each of 90 candidates, totalling 450 fits
{'C': 1, 'gamma': 1, 'kernel': 'rbf'}
In [129]:
  svm = svm.SVC(C= 1, gamma= 1, kernel= 'rbf')

pipe_svc = Pipeline([('scaler', StandardScaler()), ('PCA', PCA(n_components = 120)), ('model', svm)])

pipe_svc.fit(X_train, y_train)
svc_train_score = pipe_svc.score(X_train, y_train)
svc_train_score
Out[129]:
1.0
In [121]:
svc_score = pipe_svc.score(X_test, y_test)
svc_score
Out[121]:
1.0

Decision Tree model

In [ ]:
params_dt = {'criterion': ['gini'],
             'max_depth': [3, 4, 5, 6, 7],
             'random_state': [0]}

model_dt = DecisionTreeClassifier()

dt_gs = GridSearchCV(model_dt, params_dt, cv=5).fit(X_train, y_train)
print(dt_gs.best_params_)

{'criterion': 'gini', 'max_depth': 7, 'random_state': 0}
In [ ]:
final_dt = DecisionTreeClassifier(criterion = 'gini', random_state= 0, max_depth = 7 )

pipe_dt = Pipeline([('scaler', StandardScaler()), ('PCA', PCA(n_components = 120)), ('model', final_dt)])

pipe_dt.fit(X_train, y_train)
Decision_train_score = pipe_dt.score(X_train, y_train)
Decision_train_score
Out[ ]:
0.9188034188034188
In [ ]:
# DT test score
DecisionTree_score = pipe_dt.score(X_test, y_test)
DecisionTree_score
Out[ ]:
0.931740614334471

Random Forest Classifier Model

In [117]:
params_rf = {'n_estimators': [95, 100, 105],
             'criterion':['entropy'],
             'bootstrap': [True, False],
             'max_depth': [40, 45, 50],
             'max_features': [4, 5, 6],
             'min_samples_leaf': [1, 2, 3],
             'min_samples_split': [9, 10, 11],
             'random_state': [734]}
model_rf = RandomForestClassifier()
rf_gs = GridSearchCV(model_rf, params_rf, cv=5, scoring='accuracy', n_jobs=-1, verbose=1).fit(X_train, y_train)
print(rf_gs.best_params_)

Fitting 5 folds for each of 486 candidates, totalling 2430 fits
{'bootstrap': True, 'criterion': 'entropy', 'max_depth': 40, 'max_features': 4, 'min_samples_leaf': 1, 'min_samples_split': 9, 'n_estimators': 95, 'random_state': 734}
In [ ]:
final_rf = RandomForestClassifier(bootstrap= True, criterion= 'entropy', max_depth= 40,
                                        max_features= 4, min_samples_leaf= 1, min_samples_split=9,
                                                               n_estimators= 95, random_state= 734)

pipe_rf = Pipeline([('scaler', StandardScaler()), ('PCA', PCA(n_components = 120)), ('model', final_rf)])

pipe_rf.fit(X_train, y_train)
rf_train_score = pipe_rf.score(X_train, y_train)
rf_train_score
Out[ ]:
1.0
In [ ]:
## RF test score
randomForest_score = pipe_rf.score(X_test, y_test)
randomForest_score
Out[ ]:
1.0

Bagging Classifier

In [ ]:
 params_bc = {'n_estimators': [20, 30, 40, 50, 60],
             'random_state': [0]}
model_bc = BaggingClassifier()
bc_gs = GridSearchCV(model_bc, params_bc, cv=5).fit(X_train, y_train)
print(bc_gs.best_params_)

{'n_estimators': 20, 'random_state': 0}
In [ ]:
final_bc = BaggingClassifier(n_estimators= 30, random_state= 0)

pipe_bc = Pipeline([('scaler', StandardScaler()), ('PCA', PCA(n_components = 120)), ('model', final_bc)])

pipe_bc.fit(X_train, y_train)
bc_train_score = pipe_bc.score(X_train, y_train)
bc_train_score
Out[ ]:
0.9880341880341881
In [ ]:
# Bagging classifier test score
bagging_classifier_score = pipe_bc.score(X_test, y_test)
bagging_classifier_score
Out[ ]:
0.984641638225256

Gradient Boosting classifier

In [ ]:
params_gbc = {'n_estimators': [20, 30, 40, 50, 60],
             'random_state': [0]}
model_gbc = GradientBoostingClassifier()
gbc_gs = GridSearchCV(model_gbc, params_gbc, cv=5).fit(X_train, y_train)
print(gbc_gs.best_params_)

{'n_estimators': 60, 'random_state': 0}
In [ ]:
final_gbc = GradientBoostingClassifier(n_estimators= 60, random_state= 0)

pipe_gbc = Pipeline([('scaler', StandardScaler()), ('PCA', PCA(n_components = 120)), ('model', final_gbc)])

pipe_gbc.fit(X_train, y_train)
gbc_train_score = pipe_gbc.score(X_train, y_train)
gbc_train_score
Out[ ]:
0.9995726495726496
In [ ]:
#gbc test score
gbc_score = pipe_gbc.score(X_test, y_test)
gbc_score
Out[ ]:
0.9948805460750854

AdaBoostClassifier

In [ ]:
params_abc = {'n_estimators': [20, 30, 40, 50, 60],
             'random_state': [0]}
model_abc = AdaBoostClassifier()
abc_gs = GridSearchCV(model_abc, params_abc, cv=5).fit(X_train, y_train)
print(abc_gs.best_params_)

{'n_estimators': 60, 'random_state': 0}
In [ ]:
final_abc = AdaBoostClassifier(n_estimators= 60, random_state= 0)

pipe_abc = Pipeline([('scaler', StandardScaler()), ('PCA', PCA(n_components = 120)), ('model', final_abc)])

pipe_abc.fit(X_train, y_train)
AdaBoost_train_score = pipe_gbc.score(X_train, y_train)
AdaBoost_train_score
Out[ ]:
0.9995726495726496
In [ ]:
AdaBoost_score = pipe_gbc.score(X_test, y_test)
AdaBoost_score
Out[ ]:
0.9948805460750854

Post Training and Conclusion:¶

A. Display and compare all the models designed with their train and test accuracies.

In [ ]:
Model_test_accuracy = pd.DataFrame([knn_pca_score,logres_score, svc_score, DecisionTree_score, randomForest_score, bagging_classifier_score, gbc_score,AdaBoost_score],
             index = ['KNN(after PCA)','Logistic Regression', 'SVM', 'Decision tree','Random Forest',
                      'Bagging Classifier', 'Gradient boosting classifier','AdaBoostClassifier' ], columns = ['Test Accuracy'])

Model_train_accuracy = pd.DataFrame([knn_pca_train,logres_train_score,svc_train_score,Decision_train_score,rf_train_score,bc_train_score,gbc_train_score,AdaBoost_train_score],
             index = ['KNN(after PCA)','Logistic Regression', 'SVM', 'Decision tree','Random Forest',
                      'Bagging Classifier', 'Gradient boosting classifier','AdaBoostClassifier' ], columns = ['Train Accuracy'])


accuracy_train_test = pd.merge(Model_train_accuracy, Model_test_accuracy, on=Model_train_accuracy.index, how='outer')

accuracy_train_test
Out[ ]:
key_0 Train Accuracy Test Accuracy
0 KNN(after PCA) 1.000000 0.991468
1 Logistic Regression 0.838034 0.798635
2 SVM 1.000000 1.000000
3 Decision tree 0.918803 0.931741
4 Random Forest 1.000000 1.000000
5 Bagging Classifier 0.988034 0.984642
6 Gradient boosting classifier 0.999573 0.994881
7 AdaBoostClassifier 0.999573 0.994881

B) Select the final best trained model along with your detailed comments for selecting this model.¶

-We have 100% accuracy on train and test for both SVM and Rnadom forest models.

Choosing Rnadom forest as best trained Model based since the hyperparamters were selected after Fitting 5 folds for each of 486 candidates, totalling 2430 fits.

C. Pickle the selected model for future use¶

In [ ]:
import pickle

with open('best_model_randomforest_classifier', 'wb') as files:  #Answer   # Adding the best model classifier to a pickle file in write mode
    pickle.dump(pipe_rf, files)
In [ ]:
with open('best_model_randomforest_classifier' , 'rb') as files:   # Opening the best model classifier in read mode
    ab = pickle.load(files)

ab
Out[ ]:
Pipeline(steps=[('scaler', StandardScaler()), ('PCA', PCA(n_components=120)),
                ('model',
                 RandomForestClassifier(criterion='entropy', max_depth=40,
                                        max_features=4, min_samples_split=9,
                                        n_estimators=95, random_state=734))])

D. Write your conclusion on the results.

The accuracy on train and test for all the models was good however Random forest model and SVM model were best with 100% accuracy on both train and test data. The best model chosen is Random forest classifier since the accuracy scorea are using paramters sslected after extensive hyperparamter tuning and PCA

In [ ]: